House Price Prediction: Advanced Regression Techniques

1.Aim of The Project

House pricing is of utmost importance in our world, as it impacts individuals, families, and the economy at large. The purchase of a house represents a significant financial decision, often constituting a substantial portion of one’s wealth. The fluctuation of house prices directly influences personal financial stability and the ability to build assets. Moreover, the real estate market, driven by house prices, contributes significantly to economic activity, including property sales, construction, and associated industries.

The aim of our project is to develop a predictive model for house pricing. This project holds great importance considering the large number of people buying houses every year. Housing affordability is a critical issue, and accurate prediction models can help address it. By analyzing market trends and evaluating property values, our model aims to provide individuals, sellers, and industry professionals with valuable insights for making informed decisions. The project contributes to understanding housing market dynamics, assisting with financial planning, and promoting fair and transparent practices in the real estate sector.

Through our research project, our primary objective is to illuminate the key factors that influence house prices, discern the most impactful among them, and formulate an effective estimation framework for predicting the price of a house based on its specific characteristics.

2- PREPERATION

2.1.Import Libraries

We will import the necessary packages for our analysis;

# Import the libraries
library(rworldmap)
library(knitr)
library(ggplot2) 
library(readr) 
library(MASS)
library(dplyr)
library(lars)
library(moments)
library(caret)
library(corrplot)
library(gbm)
library(glmnet)
library(effectsize)

For this project, we have selected the “House Prices - Advanced Regression Techniques” dataset, which consists of 3 csv files (train, test, and sample submission) and can be found on the Kaggle platform at the following link: https://www.kaggle.com/competitions/house-prices-advanced-regression-techniques

#start
train <- read.csv("train.csv")
test <- read.csv("test.csv")
sample <- read.csv("sample_submission.csv")
summary(train)

2.2 Data Component

str(train)
## 'data.frame':    1460 obs. of  81 variables:
##  $ Id           : int  1 2 3 4 5 6 7 8 9 10 ...
##  $ MSSubClass   : int  60 20 60 70 60 50 20 60 50 190 ...
##  $ MSZoning     : chr  "RL" "RL" "RL" "RL" ...
##  $ LotFrontage  : int  65 80 68 60 84 85 75 NA 51 50 ...
##  $ LotArea      : int  8450 9600 11250 9550 14260 14115 10084 10382 6120 7420 ...
##  $ Street       : chr  "Pave" "Pave" "Pave" "Pave" ...
##  $ Alley        : chr  NA NA NA NA ...
##  $ LotShape     : chr  "Reg" "Reg" "IR1" "IR1" ...
##  $ LandContour  : chr  "Lvl" "Lvl" "Lvl" "Lvl" ...
##  $ Utilities    : chr  "AllPub" "AllPub" "AllPub" "AllPub" ...
##  $ LotConfig    : chr  "Inside" "FR2" "Inside" "Corner" ...
##  $ LandSlope    : chr  "Gtl" "Gtl" "Gtl" "Gtl" ...
##  $ Neighborhood : chr  "CollgCr" "Veenker" "CollgCr" "Crawfor" ...
##  $ Condition1   : chr  "Norm" "Feedr" "Norm" "Norm" ...
##  $ Condition2   : chr  "Norm" "Norm" "Norm" "Norm" ...
##  $ BldgType     : chr  "1Fam" "1Fam" "1Fam" "1Fam" ...
##  $ HouseStyle   : chr  "2Story" "1Story" "2Story" "2Story" ...
##  $ OverallQual  : int  7 6 7 7 8 5 8 7 7 5 ...
##  $ OverallCond  : int  5 8 5 5 5 5 5 6 5 6 ...
##  $ YearBuilt    : int  2003 1976 2001 1915 2000 1993 2004 1973 1931 1939 ...
##  $ YearRemodAdd : int  2003 1976 2002 1970 2000 1995 2005 1973 1950 1950 ...
##  $ RoofStyle    : chr  "Gable" "Gable" "Gable" "Gable" ...
##  $ RoofMatl     : chr  "CompShg" "CompShg" "CompShg" "CompShg" ...
##  $ Exterior1st  : chr  "VinylSd" "MetalSd" "VinylSd" "Wd Sdng" ...
##  $ Exterior2nd  : chr  "VinylSd" "MetalSd" "VinylSd" "Wd Shng" ...
##  $ MasVnrType   : chr  "BrkFace" "None" "BrkFace" "None" ...
##  $ MasVnrArea   : int  196 0 162 0 350 0 186 240 0 0 ...
##  $ ExterQual    : chr  "Gd" "TA" "Gd" "TA" ...
##  $ ExterCond    : chr  "TA" "TA" "TA" "TA" ...
##  $ Foundation   : chr  "PConc" "CBlock" "PConc" "BrkTil" ...
##  $ BsmtQual     : chr  "Gd" "Gd" "Gd" "TA" ...
##  $ BsmtCond     : chr  "TA" "TA" "TA" "Gd" ...
##  $ BsmtExposure : chr  "No" "Gd" "Mn" "No" ...
##  $ BsmtFinType1 : chr  "GLQ" "ALQ" "GLQ" "ALQ" ...
##  $ BsmtFinSF1   : int  706 978 486 216 655 732 1369 859 0 851 ...
##  $ BsmtFinType2 : chr  "Unf" "Unf" "Unf" "Unf" ...
##  $ BsmtFinSF2   : int  0 0 0 0 0 0 0 32 0 0 ...
##  $ BsmtUnfSF    : int  150 284 434 540 490 64 317 216 952 140 ...
##  $ TotalBsmtSF  : int  856 1262 920 756 1145 796 1686 1107 952 991 ...
##  $ Heating      : chr  "GasA" "GasA" "GasA" "GasA" ...
##  $ HeatingQC    : chr  "Ex" "Ex" "Ex" "Gd" ...
##  $ CentralAir   : chr  "Y" "Y" "Y" "Y" ...
##  $ Electrical   : chr  "SBrkr" "SBrkr" "SBrkr" "SBrkr" ...
##  $ X1stFlrSF    : int  856 1262 920 961 1145 796 1694 1107 1022 1077 ...
##  $ X2ndFlrSF    : int  854 0 866 756 1053 566 0 983 752 0 ...
##  $ LowQualFinSF : int  0 0 0 0 0 0 0 0 0 0 ...
##  $ GrLivArea    : int  1710 1262 1786 1717 2198 1362 1694 2090 1774 1077 ...
##  $ BsmtFullBath : int  1 0 1 1 1 1 1 1 0 1 ...
##  $ BsmtHalfBath : int  0 1 0 0 0 0 0 0 0 0 ...
##  $ FullBath     : int  2 2 2 1 2 1 2 2 2 1 ...
##  $ HalfBath     : int  1 0 1 0 1 1 0 1 0 0 ...
##  $ BedroomAbvGr : int  3 3 3 3 4 1 3 3 2 2 ...
##  $ KitchenAbvGr : int  1 1 1 1 1 1 1 1 2 2 ...
##  $ KitchenQual  : chr  "Gd" "TA" "Gd" "Gd" ...
##  $ TotRmsAbvGrd : int  8 6 6 7 9 5 7 7 8 5 ...
##  $ Functional   : chr  "Typ" "Typ" "Typ" "Typ" ...
##  $ Fireplaces   : int  0 1 1 1 1 0 1 2 2 2 ...
##  $ FireplaceQu  : chr  NA "TA" "TA" "Gd" ...
##  $ GarageType   : chr  "Attchd" "Attchd" "Attchd" "Detchd" ...
##  $ GarageYrBlt  : int  2003 1976 2001 1998 2000 1993 2004 1973 1931 1939 ...
##  $ GarageFinish : chr  "RFn" "RFn" "RFn" "Unf" ...
##  $ GarageCars   : int  2 2 2 3 3 2 2 2 2 1 ...
##  $ GarageArea   : int  548 460 608 642 836 480 636 484 468 205 ...
##  $ GarageQual   : chr  "TA" "TA" "TA" "TA" ...
##  $ GarageCond   : chr  "TA" "TA" "TA" "TA" ...
##  $ PavedDrive   : chr  "Y" "Y" "Y" "Y" ...
##  $ WoodDeckSF   : int  0 298 0 0 192 40 255 235 90 0 ...
##  $ OpenPorchSF  : int  61 0 42 35 84 30 57 204 0 4 ...
##  $ EnclosedPorch: int  0 0 0 272 0 0 0 228 205 0 ...
##  $ X3SsnPorch   : int  0 0 0 0 0 320 0 0 0 0 ...
##  $ ScreenPorch  : int  0 0 0 0 0 0 0 0 0 0 ...
##  $ PoolArea     : int  0 0 0 0 0 0 0 0 0 0 ...
##  $ PoolQC       : chr  NA NA NA NA ...
##  $ Fence        : chr  NA NA NA NA ...
##  $ MiscFeature  : chr  NA NA NA NA ...
##  $ MiscVal      : int  0 0 0 0 0 700 0 350 0 0 ...
##  $ MoSold       : int  2 5 9 2 12 10 8 11 4 1 ...
##  $ YrSold       : int  2008 2007 2008 2006 2008 2009 2007 2009 2008 2008 ...
##  $ SaleType     : chr  "WD" "WD" "WD" "WD" ...
##  $ SaleCondition: chr  "Normal" "Normal" "Normal" "Abnorml" ...
##  $ SalePrice    : int  208500 181500 223500 140000 250000 143000 307000 200000 129900 118000 ...
str(test)
## 'data.frame':    1459 obs. of  80 variables:
##  $ Id           : int  1461 1462 1463 1464 1465 1466 1467 1468 1469 1470 ...
##  $ MSSubClass   : int  20 20 60 60 120 60 20 60 20 20 ...
##  $ MSZoning     : chr  "RH" "RL" "RL" "RL" ...
##  $ LotFrontage  : int  80 81 74 78 43 75 NA 63 85 70 ...
##  $ LotArea      : int  11622 14267 13830 9978 5005 10000 7980 8402 10176 8400 ...
##  $ Street       : chr  "Pave" "Pave" "Pave" "Pave" ...
##  $ Alley        : chr  NA NA NA NA ...
##  $ LotShape     : chr  "Reg" "IR1" "IR1" "IR1" ...
##  $ LandContour  : chr  "Lvl" "Lvl" "Lvl" "Lvl" ...
##  $ Utilities    : chr  "AllPub" "AllPub" "AllPub" "AllPub" ...
##  $ LotConfig    : chr  "Inside" "Corner" "Inside" "Inside" ...
##  $ LandSlope    : chr  "Gtl" "Gtl" "Gtl" "Gtl" ...
##  $ Neighborhood : chr  "NAmes" "NAmes" "Gilbert" "Gilbert" ...
##  $ Condition1   : chr  "Feedr" "Norm" "Norm" "Norm" ...
##  $ Condition2   : chr  "Norm" "Norm" "Norm" "Norm" ...
##  $ BldgType     : chr  "1Fam" "1Fam" "1Fam" "1Fam" ...
##  $ HouseStyle   : chr  "1Story" "1Story" "2Story" "2Story" ...
##  $ OverallQual  : int  5 6 5 6 8 6 6 6 7 4 ...
##  $ OverallCond  : int  6 6 5 6 5 5 7 5 5 5 ...
##  $ YearBuilt    : int  1961 1958 1997 1998 1992 1993 1992 1998 1990 1970 ...
##  $ YearRemodAdd : int  1961 1958 1998 1998 1992 1994 2007 1998 1990 1970 ...
##  $ RoofStyle    : chr  "Gable" "Hip" "Gable" "Gable" ...
##  $ RoofMatl     : chr  "CompShg" "CompShg" "CompShg" "CompShg" ...
##  $ Exterior1st  : chr  "VinylSd" "Wd Sdng" "VinylSd" "VinylSd" ...
##  $ Exterior2nd  : chr  "VinylSd" "Wd Sdng" "VinylSd" "VinylSd" ...
##  $ MasVnrType   : chr  "None" "BrkFace" "None" "BrkFace" ...
##  $ MasVnrArea   : int  0 108 0 20 0 0 0 0 0 0 ...
##  $ ExterQual    : chr  "TA" "TA" "TA" "TA" ...
##  $ ExterCond    : chr  "TA" "TA" "TA" "TA" ...
##  $ Foundation   : chr  "CBlock" "CBlock" "PConc" "PConc" ...
##  $ BsmtQual     : chr  "TA" "TA" "Gd" "TA" ...
##  $ BsmtCond     : chr  "TA" "TA" "TA" "TA" ...
##  $ BsmtExposure : chr  "No" "No" "No" "No" ...
##  $ BsmtFinType1 : chr  "Rec" "ALQ" "GLQ" "GLQ" ...
##  $ BsmtFinSF1   : int  468 923 791 602 263 0 935 0 637 804 ...
##  $ BsmtFinType2 : chr  "LwQ" "Unf" "Unf" "Unf" ...
##  $ BsmtFinSF2   : int  144 0 0 0 0 0 0 0 0 78 ...
##  $ BsmtUnfSF    : int  270 406 137 324 1017 763 233 789 663 0 ...
##  $ TotalBsmtSF  : int  882 1329 928 926 1280 763 1168 789 1300 882 ...
##  $ Heating      : chr  "GasA" "GasA" "GasA" "GasA" ...
##  $ HeatingQC    : chr  "TA" "TA" "Gd" "Ex" ...
##  $ CentralAir   : chr  "Y" "Y" "Y" "Y" ...
##  $ Electrical   : chr  "SBrkr" "SBrkr" "SBrkr" "SBrkr" ...
##  $ X1stFlrSF    : int  896 1329 928 926 1280 763 1187 789 1341 882 ...
##  $ X2ndFlrSF    : int  0 0 701 678 0 892 0 676 0 0 ...
##  $ LowQualFinSF : int  0 0 0 0 0 0 0 0 0 0 ...
##  $ GrLivArea    : int  896 1329 1629 1604 1280 1655 1187 1465 1341 882 ...
##  $ BsmtFullBath : int  0 0 0 0 0 0 1 0 1 1 ...
##  $ BsmtHalfBath : int  0 0 0 0 0 0 0 0 0 0 ...
##  $ FullBath     : int  1 1 2 2 2 2 2 2 1 1 ...
##  $ HalfBath     : int  0 1 1 1 0 1 0 1 1 0 ...
##  $ BedroomAbvGr : int  2 3 3 3 2 3 3 3 2 2 ...
##  $ KitchenAbvGr : int  1 1 1 1 1 1 1 1 1 1 ...
##  $ KitchenQual  : chr  "TA" "Gd" "TA" "Gd" ...
##  $ TotRmsAbvGrd : int  5 6 6 7 5 7 6 7 5 4 ...
##  $ Functional   : chr  "Typ" "Typ" "Typ" "Typ" ...
##  $ Fireplaces   : int  0 0 1 1 0 1 0 1 1 0 ...
##  $ FireplaceQu  : chr  NA NA "TA" "Gd" ...
##  $ GarageType   : chr  "Attchd" "Attchd" "Attchd" "Attchd" ...
##  $ GarageYrBlt  : int  1961 1958 1997 1998 1992 1993 1992 1998 1990 1970 ...
##  $ GarageFinish : chr  "Unf" "Unf" "Fin" "Fin" ...
##  $ GarageCars   : int  1 1 2 2 2 2 2 2 2 2 ...
##  $ GarageArea   : int  730 312 482 470 506 440 420 393 506 525 ...
##  $ GarageQual   : chr  "TA" "TA" "TA" "TA" ...
##  $ GarageCond   : chr  "TA" "TA" "TA" "TA" ...
##  $ PavedDrive   : chr  "Y" "Y" "Y" "Y" ...
##  $ WoodDeckSF   : int  140 393 212 360 0 157 483 0 192 240 ...
##  $ OpenPorchSF  : int  0 36 34 36 82 84 21 75 0 0 ...
##  $ EnclosedPorch: int  0 0 0 0 0 0 0 0 0 0 ...
##  $ X3SsnPorch   : int  0 0 0 0 0 0 0 0 0 0 ...
##  $ ScreenPorch  : int  120 0 0 0 144 0 0 0 0 0 ...
##  $ PoolArea     : int  0 0 0 0 0 0 0 0 0 0 ...
##  $ PoolQC       : chr  NA NA NA NA ...
##  $ Fence        : chr  "MnPrv" NA "MnPrv" NA ...
##  $ MiscFeature  : chr  NA "Gar2" NA NA ...
##  $ MiscVal      : int  0 12500 0 0 0 0 500 0 0 0 ...
##  $ MoSold       : int  6 6 3 6 1 4 3 5 2 4 ...
##  $ YrSold       : int  2010 2010 2010 2010 2010 2010 2010 2010 2010 2010 ...
##  $ SaleType     : chr  "WD" "WD" "WD" "WD" ...
##  $ SaleCondition: chr  "Normal" "Normal" "Normal" "Normal" ...
str(sample)
## 'data.frame':    1459 obs. of  2 variables:
##  $ Id       : int  1461 1462 1463 1464 1465 1466 1467 1468 1469 1470 ...
##  $ SalePrice: num  169277 187758 183584 179317 150730 ...
# Get the numeric column names from your dataset (excluding "id")
numeric_cols <- names(train)[sapply(train, is.numeric) & names(train) != "id"]

# Create an empty list to store the plots
plots <- list()

# Loop through each numeric column and create the plot
for (col in numeric_cols) {
  plot <- ggplot(train, aes_string(y = "SalePrice", x = col)) + geom_point()
  
  plots[[col]] <- plot
}

# View the plots
plots
## $Id

## 
## $MSSubClass

## 
## $LotFrontage

## 
## $LotArea

## 
## $OverallQual

## 
## $OverallCond

## 
## $YearBuilt

## 
## $YearRemodAdd

## 
## $MasVnrArea

## 
## $BsmtFinSF1

## 
## $BsmtFinSF2

## 
## $BsmtUnfSF

## 
## $TotalBsmtSF

## 
## $X1stFlrSF

## 
## $X2ndFlrSF

## 
## $LowQualFinSF

## 
## $GrLivArea

## 
## $BsmtFullBath

## 
## $BsmtHalfBath

## 
## $FullBath

## 
## $HalfBath

## 
## $BedroomAbvGr

## 
## $KitchenAbvGr

## 
## $TotRmsAbvGrd

## 
## $Fireplaces

## 
## $GarageYrBlt

## 
## $GarageCars

## 
## $GarageArea

## 
## $WoodDeckSF

## 
## $OpenPorchSF

## 
## $EnclosedPorch

## 
## $X3SsnPorch

## 
## $ScreenPorch

## 
## $PoolArea

## 
## $MiscVal

## 
## $MoSold

## 
## $YrSold

## 
## $SalePrice

#2.3 Data Cleaning

In this section, we present a description of the pre-processing activities carried out on our dataset, namely the “House Price Prediction: Advanced Regression Techniques”. The dataset encompasses a multitude of variables, and our objective was to eliminate outliers while comprehending the nature and characteristics of each variable, differentiating between numeric, categorical, and integer types. Handling missing values is an important step in data preprocessing. In the combined dataset, we need to consider that missing values (NA) may not always indicate actual missing data. For example, in the case of the Alley feature, NA represents the absence of an alley access to the house. To handle these cases, we need to code these NA values as “None” to accurately capture this information.

By coding NA values as “None” in the Alley feature, we ensure that the variable correctly reflects the absence of alley access for the corresponding houses. This coding allows us to retain the meaningful information contained in the data and avoid any misinterpretation or biases that could arise from treating NA values as missing data.

After addressing such cases where NA has a specific meaning, we can proceed to handle other missing values in the dataset using appropriate imputation techniques or further analysis based on the specific characteristics of the variables.

Next, to streamline and expedite the data cleaning process, we decided to merge the train and test datasets. To accomplish this, we introduced a new column named “isTrain” in both the train and test datasets. For instances originating from the train dataset, the “isTrain” column was set to “1”, while for instances originating from the test dataset, it was set to “0”. Additionally, we appended a “SalePrice” column to the test dataset and assigned “NA” as its value. Finally, we combined the train and test datasets using the “rbind” function.

# Combining train and test data for quicker data prep
# Create a new column 'isTrain' in the 'train' dataset and set it to 1
train$isTrain <- 1
# Create a new column 'isTrain' in the 'test' dataset and set it to 0
test$isTrain <- 0
# Add 'SalePrice' column to 'test' dataset and set it to NA
test$SalePrice <- NA
# Combine 'train' and 'test' datasets using rbind
combined <- rbind(train, test)

# Check for missing values in combined set
Missing_indices_c <- sapply(combined, function(x) sum(is.na(x)))
Missing_Summary_c <- data.frame(index = names(combined), 
                                Missing_Values = Missing_indices_c, 
                                Data_Type = sapply(combined, class))
Missing_Summary_c <- Missing_Summary_c[Missing_Summary_c$Missing_Values > 0, ]
Missing_Summary_c

# Here we get insight about combined dataset and variable types. Now we will handle missing values

# Imputing missing Lot Frontage by the median
combined$LotFrontage[which(is.na(combined$LotFrontage))] <- 
  median(combined$LotFrontage,na.rm = TRUE)
# Changing NA in GarageYrBlt to None
combined$GarageYrBlt[which(is.na(combined$GarageYrBlt))] <- 0 

# Create a function to handle missing values
replace_missing <- function(var) {
  var1 <- as.character(var)
  var1[is.na(var)] <- "None"
  var <- as.factor(var1)
  return(var)
}

# Apply the function to multiple variables
combined$Alley <- replace_missing(combined$Alley)

combined$MasVnrType <- replace_missing(combined$MasVnrType)

combined$MasVnrArea <- replace_missing(combined$MasVnrArea)

combined$BsmtQual <- replace_missing(combined$BsmtQual)

combined$BsmtCond <- replace_missing(combined$BsmtCond)

combined$BsmtExposure <- replace_missing(combined$BsmtExposure)

combined$BsmtFinType1 <- replace_missing(combined$BsmtFinType1)

combined$BsmtFinType2 <- replace_missing(combined$BsmtFinType2)

combined$FireplaceQu <- replace_missing(combined$FireplaceQu)

combined$GarageType <- replace_missing(combined$GarageType)

combined$GarageFinish <- replace_missing(combined$GarageFinish)

combined$GarageQual <- replace_missing(combined$GarageQual)

combined$GarageCond <- replace_missing(combined$GarageCond)

combined$PoolQC <- replace_missing(combined$PoolQC)

combined$Fence <- replace_missing(combined$Fence)

combined$MiscFeature <- replace_missing(combined$MiscFeature)

# Check missing values again
# Check for missing values in combined set
Missing_indices_c <- sapply(combined, function(x) sum(is.na(x)))
Missing_Summary_c <- data.frame(index = names(combined), 
                                Missing_Values = Missing_indices_c, 
                                Data_Type = sapply(combined, class))
Missing_Summary_c <- Missing_Summary_c[Missing_Summary_c$Missing_Values > 0, ]
Missing_Summary_c

# Remove missing values using na.omit()
combined_clean <- combined[complete.cases(combined[, !names(combined) 
                                                   %in% "SalePrice"]), ]

# Check again
Missing_indices_clean <- sapply(combined_clean, function(x) sum(is.na(x)))
Missing_Summary_clean <- data.frame(index = names(combined_clean), 
                                    Missing_Values = Missing_indices_clean, 
                                    Data_Type = sapply(combined_clean, class))
Missing_Summary_clean <- Missing_Summary_clean[Missing_Summary_clean$
                                                 Missing_Values > 0, ]
Missing_Summary_clean
# Determine numeric columns
numeric_columns <- combined_clean %>%
  select_if(is.numeric) %>%
  select(-matches("Id|isTrain")) %>%
  names()

# Print the data types of the numeric columns in the original 'combined_clean' 
#dataset
column_types <- sapply(combined_clean[, numeric_columns], class)

# Determine the skewness of each numeric variable
skew <- sapply(numeric_columns, function(x) skewness(combined_clean[[x]], 
                                                     na.rm = TRUE))

# Determine a threshold skewness and transform variables above the threshold
threshold <- 0.75
skew_above_threshold <- skew[skew > threshold]

# Transform excessively skewed features with log(x + 1)
for (x in names(skew_above_threshold)) {
  combined_clean[[x]] <- log(combined_clean[[x]] + 1)
}
# Get the variable with the highest skewness
most_skewed_variable <- names(skew_above_threshold)[2]

# Create a copy of the data for the transformed version
combined_clean_transformed <- combined_clean

# Transform the most skewed variable with log(x + 1)
combined_clean_transformed[[most_skewed_variable]] <- log(combined_clean_transformed[[most_skewed_variable]] + 1)

# Plot the histogram of the original variable
hist_p1 <- hist(combined_clean[[most_skewed_variable]],
                col = "peachpuff",
                border = "black",
                prob = TRUE,
                xlab = most_skewed_variable,
                main = paste("Histogram of the Original", most_skewed_variable))

# Add Gaussian density line to the histogram with a custom bandwidth value
lines(density(combined_clean[[most_skewed_variable]], bw = 0.1),
      lwd = 2,
      col = "chocolate3")

# Plot the histogram of the transformed variable
hist_p2 <- hist(combined_clean_transformed[[most_skewed_variable]],
                col = "peachpuff",
                border = "black",
                prob = TRUE,
                xlab = most_skewed_variable,
                main = paste("Histogram of the Transformed", most_skewed_variable, "(log(x + 1) transformation)"))

# Add Gaussian density line to the histogram with a custom bandwidth value
lines(density(combined_clean_transformed[[most_skewed_variable]], bw = 0.1),
      lwd = 2,
      col = "chocolate3")

2.4 Splitting the data

Our primary focus is to gain valuable insights from the data that will be useful for model training. To achieve this, we will split the combined dataset into a training set and a test set. The training set will be used for exploratory data analysis (EDA) and model training, while the test set will be used to evaluate the performance of the trained model.

# Create a logical vector indicating which rows are in the train set
isTrain <- combined_clean$isTrain == 1
# Split the combined data into train and test sets based on the logical vector
train <- combined_clean[isTrain, ]
test <- combined_clean[!isTrain, ]

# Set the seed for reproducibility
set.seed(123)

# Determine the sample size for the training set
smp_size <- floor(0.75 * sum(isTrain))

# Randomly sample the row indices for the training set
train_ind <- sample(which(isTrain), size = smp_size)

# Create the training and validation sets
train_new <- train[train_ind, ]
validate <- train[-train_ind, ]

# Remove the Id and isTrain columns from the training and validation sets
train_new <- train_new[, !(names(train_new) %in% c("Id", "isTrain"))]
validate <- validate[, !(names(validate) %in% c("Id", "isTrain"))]

3. Exploratory Data Analysis

To perform an ANOVA (Analysis of Variance) analysis for categorical variables, we can examine the relationship between each categorical variable and the target variable (SalePrice) by assessing the variation in SalePrice across different categories of the categorical variable. This analysis helps determine if there are significant differences in the mean SalePrice among the categories.

# Select the categorical columns from the train dataset (including factor 
#and character variables)
categorical_columns <- combined_clean %>%
  select_if(function(x) is.factor(x) || is.character(x)) %>%
  select(-matches("Id|isTrain")) %>%
  names()

# Convert the selected categorical columns to factors
combined_clean[, categorical_columns] <- lapply(combined_clean[, categorical_columns], 
                                                as.factor)

correlation_coefficients <- numeric(length(categorical_columns))

for (i in seq_along(categorical_columns)) {
  cat_var <- categorical_columns[i]
  
  # Calculate the mean SalePrice for each category of the categorical variable
  mean_sales_price <- combined_clean %>%
    group_by(.data[[cat_var]]) %>%
    summarize(mean_sale_price = mean(SalePrice, na.rm = TRUE)) %>%
    arrange(desc(mean_sale_price))
  
  # Perform an ANOVA test to calculate the correlation coefficient
  formula <- as.formula(paste("SalePrice ~", cat_var))
  anova_result <- anova(aov(formula, data = combined_clean))
  eta_squared <- anova_result$`Sum Sq`[1] / (anova_result$`Sum Sq`[1] + 
                                               anova_result$`Sum Sq`[2])
  
  # Check if eta_squared is NaN or Inf, if so, set correlation coefficient to 0
  if (is.nan(eta_squared) || is.infinite(eta_squared)) {
    eta_squared <- 0
  }
  # Store the correlation coefficient in the vector
  correlation_coefficients[i] <- eta_squared
}

# Create a data frame to store the correlation coefficients
correlation_df <- data.frame(Categorical_Variable = categorical_columns, 
                             Correlation_Coefficient = correlation_coefficients)

# Convert the Correlation_Coefficient column to numeric
correlation_df$Correlation_Coefficient <- as.numeric(correlation_df$
                                                       Correlation_Coefficient)

# Sort the data frame by the correlation coefficient in descending order
correlation_df <- correlation_df[order(-correlation_df$
                                         Correlation_Coefficient), ]

# Display the top variables with the highest correlation coefficients
top_variables <- head(correlation_df, n = 15)
top_variables

OBSERVATIONS;

ANOVA (Analysis of Variance) is a statistical method used for analyzing the differences between group means and determining whether these differences are statistically significant. In our case, we used it to calculate the correlation coefficients between categorical variables and the SalePrice, which is the target variable in our regression problem.

The correlation coefficients obtained from ANOVA analysis help in identifying the categorical variables that have a stronger relationship with the SalePrice. Higher correlation coefficients indicate that the categorical variable has a more significant impact on the SalePrice and can be considered as a potentially important predictor.

In our analysis, we obtained top 15 variables with highest correlation coefficients. Below, we show the top 5 among these 15 variables along with explaining the influence that they have on SalePrice.

# Remove unnecessary columns
all_predictors <- combined_clean[, !(names(combined_clean) %in% c("Id", 
                                                                  "isTrain"))]

# Select numerical variables and handle missing values
num_vars_intiger <- all_predictors[, sapply(all_predictors, is.integer)]
num_vars_intiger <- na.omit(num_vars_intiger)
# Generate the correlation plot
corrplot(cor(num_vars_intiger), method = "number")

# Select numerical variables and handle missing values
num_vars_numeric <- all_predictors[, sapply(all_predictors, is.numeric)]
num_vars_numeric <- na.omit(num_vars_numeric)

# With this type visually more understandable correlation plot
corrplot(cor(num_vars_numeric), method = "square", number.cex = 0.7, 
         tl.cex = 0.7, tl.col = "black")

OBSERVATIONS;

It seems that MSSubClass, LotFrontage, LotArea, TotalBsmtSF, X1stFlrSF, X2stFlrSF, GrLivArea, Fullbath, GarageCars, GarageArea, TotRmsAbvGrd,OverallQual, YearBuilt, YearRemodAdd, FullBath, Fireplaces have stronger corrolation with SalePrice compared to others.

# Closer look to relevant columns
columns <- c("SalePrice", "MSSubClass", "LotFrontage", "LotArea", "TotalBsmtSF", 
             "X1stFlrSF", "X2ndFlrSF", "GrLivArea", "FullBath", "GarageCars", 
             "GarageArea", "TotRmsAbvGrd","OverallQual", "YearBuilt", 
             "YearRemodAdd", "Fireplaces")

# Compute the correlation matrix
cor_matrix <- cor(combined_clean[columns], use = "complete.obs")

# Plot the correlation matrix
corrplot(cor_matrix, method = "circle", type = "upper")

# Visualize the correlation matrix using corrplot.mixed
corrplot.mixed(cor_matrix, upper = "circle", lower = "pie", tl.srt = 45,
               number.cex = 1.2, tl.cex = 0.6)

OBSERVATIONS;

From the corrplot above, we can see clearly the 10 variables with highest correlation to Sale price as in the order as followed:

Top 5 variables with highest correlation (in order, from highest to lowest): - GarageCars ve GarageArea - TotalBsmtSF ve X1stFlrSF - GrLivArea ve TotRmsAbvGrd - GrLivArea ve FullBath - LotFrontage ve LotArea

A short recap of the meaning of these variables in our dataset: - GarageCars: Size of garage in car capacity - GarageArea: Size of garage in square feet - TotalBsmtSF: Total square feet of basement area - X1stFlrSF: The first floor area (in square feet) of a house - GrLivArea: Above grade (ground) living area square feet - TotRmsAbvGrd: Total rooms above grade (does not include bathrooms) - FullBath: Full bathrooms above grade - LotFrontage: The width of the lot at the front portion facing the street - LotArea: Lot size in square feet

When we checked the correlation matrix results and the meaning of the variables; we decided to combine two set of variables:GarageCars with GarageArea and LotFrontage with LotArea.

Since we also thought that below variables could be important for our analysis we also wanted to look closely them:

TotalBsmtSF, X1stFlrSF, FullBath, YearBuilt, BsmtExposure, BsmtQual, ExterQual, Condition1 Street, Condition2, LotConfig, LandSlope, RoofStyle, RoofMatl, BsmtFinSF2, BsmtUnfSF, X2ndFlrSF

To gain a better understanding of the relationship between them, we examine the relationships between each pair more closely by using ANOVA test.

# Define the variables for ANOVA
variables <- c("TotalBsmtSF", "X1stFlrSF", "FullBath", "YearBuilt", "BsmtExposure", 
               "BsmtQual", "ExterQual", "Condition1", "Street", "Condition2", 
               "LotConfig", "LandSlope", "RoofStyle", "RoofMatl", "BsmtFinSF2", 
               "BsmtUnfSF", "X2ndFlrSF")

# Create an empty data frame to store ANOVA results
anova_results <- data.frame(
  Variable1 = character(),
  Variable2 = character(),
  F_Value = numeric(),
  Pr_Value = numeric(),
  stringsAsFactors = FALSE
)

# Perform pairwise ANOVA tests
for (i in 1:(length(variables)-1)) {
  for (j in (i+1):length(variables)) {
    variable1 <- variables[i]
    variable2 <- variables[j]
    
    formula <- as.formula(paste("SalePrice ~", variable1, "*", variable2))
    anova_result <- aov(formula, data = train_new)
    
    # Extract F-value and p-value
    f_value <- summary(anova_result)[[1]]$F[1]
    pr_value <- summary(anova_result)[[1]]$Pr[1]
    
    # Store results in the data frame
    anova_results <- rbind(anova_results, data.frame(
      Variable1 = variable1,
      Variable2 = variable2,
      F_Value = f_value,
      Pr_Value = pr_value
    ))
  }
}

# Sort the ANOVA results by p-value in ascending order
sorted_results <- anova_results[order(anova_results$Pr_Value), ]

# Filter the top 15 most related variable pairs
top_related <- sorted_results[1:15, ]

# Filter the top 15 categorical variables based on ANOVA results
top_related_categorical <- unique(c(top_related$Variable1, top_related$Variable2))

# Filter the correlation_df data frame to include only the top 15 categorical variables
top_correlation_df <- correlation_df[correlation_df$Categorical_Variable %in% top_related_categorical, ]

# Join the top_related data frame with the top_correlation_df data frame based on the "Variable1" column
top_related_with_correlations <- left_join(top_related, top_correlation_df,
                                           by = c("Variable1" = "Categorical_Variable"))

# Drop the duplicate "Categorical_Variable" column from the merge
top_related_with_correlations <- top_related_with_correlations[, !(names(top_related_with_correlations) %in% "Categorical_Variable")]

# Rename the columns for better clarity
colnames(top_related_with_correlations) <- c("Variable1", "Variable2", "F_Value", "Pr_Value", "Correlation_Coefficient")

# Display the combined results
# Select specific columns and display them
selected_columns <- top_related_with_correlations[, c("Variable1", "Variable2", "Pr_Value")]
print(selected_columns)
##    Variable1  Variable2      Pr_Value
## 1   BsmtQual  ExterQual 1.365063e-169
## 2  X1stFlrSF   BsmtQual 6.572843e-162
## 3  X1stFlrSF  ExterQual 4.668165e-160
## 4  ExterQual  RoofStyle 1.785727e-152
## 5  ExterQual Condition1 1.661183e-150
## 6   BsmtQual  RoofStyle 6.328575e-150
## 7   BsmtQual  X2ndFlrSF 7.586487e-150
## 8  ExterQual  X2ndFlrSF 2.293579e-149
## 9   BsmtQual  BsmtUnfSF 2.747295e-148
## 10 ExterQual   RoofMatl 4.206827e-148
## 11 ExterQual  LotConfig 4.616875e-148
## 12  BsmtQual BsmtFinSF2 9.148781e-148
## 13  BsmtQual   RoofMatl 1.143494e-147
## 14 ExterQual  LandSlope 1.590673e-147
## 15 ExterQual  BsmtUnfSF 1.686235e-147

plots for only these variables;

# Select the categorical columns from the dataset (excluding 'SalePrice')
categorical_columns <- combined_clean %>%
  select(where(function(x) is.factor(x) || is.character(x))) %>%
  select(-matches("Id|isTrain|SalePrice")) %>%
  select(any_of(c("BsmtExposure", "BsmtQual", "ExterQual", "Condition1", 
                  "Street", "Condition2", "LotConfig", "LandSlope", "RoofStyle", 
                  "RoofMatl"))) %>%
  names()

# Select the numeric columns from the dataset (excluding 'Id' and 'isTrain')
numeric_columns <- combined_clean %>%
  select(where(is.numeric)) %>%
  select(-matches("Id|isTrain")) %>%
  select(any_of(c("TotalBsmtSF", "X1stFlrSF", "FullBath", "YearBuilt", 
                  "BsmtFinSF2", "BsmtUnfSF", "X2ndFlrSF"))) %>%
  names()

# Create a new data frame with the necessary categorical columns
data_categorical <- combined_clean[, c("SalePrice", categorical_columns)]

# Create a new data frame with the necessary numeric columns
data_numeric <- combined_clean[, c("SalePrice", numeric_columns)]

# Remove rows with missing values
data_numeric <- na.omit(data_numeric)

# Plotting the bar charts for categorical variables and SalePrice
for (col in categorical_columns) {
  print(ggplot(data_categorical, aes(x = !!sym(col))) +
          geom_bar(stat = "count", fill = "steelblue") +
          labs(title = paste("Bar Chart of", col), x = col, y = "Frequency"))
}

# Plotting scatter plots for numeric variables and SalePrice
for (col in numeric_columns) {
  print(ggplot(data_numeric, aes(x = !!sym(col), y = SalePrice)) +
          geom_point(shape = 4, color = "steelblue", alpha = 0.5) +
          geom_smooth(method = "lm", se = FALSE, color = "red") +
          labs(title = paste("Scatter Plot of", col, "vs SalePrice"), x = col, 
               y = "SalePrice"))
}
## `geom_smooth()` using formula = 'y ~ x'

## `geom_smooth()` using formula = 'y ~ x'

## `geom_smooth()` using formula = 'y ~ x'

## `geom_smooth()` using formula = 'y ~ x'

## `geom_smooth()` using formula = 'y ~ x'

## `geom_smooth()` using formula = 'y ~ x'

## `geom_smooth()` using formula = 'y ~ x'

OBSERVATIONS;

These imbalances in the data can lead to imbalanced classes and all the correlation between different variables could cause to multicollinearity. They can potentially impact our model’s performance. We will address this issue during the model selection part.

For the other varaibles among the ones that we are suspected that have good impact, they generally exhibits good pattern.

# Identify variables that can be used with the "s" aesthetic

s_variables <- c("GrLivArea", "GarageCars", "GarageArea","YrSold", "SaleCondition", 
                 "Neighborhood", "Fence", "GarageQual","ExterQual", "OverallQual", 
                 "OverallCond", "BsmtQual", "KitchenQual", "MasVnrArea", "GarageFinish",
                 "GarageType", "Foundation", "FireplaceQu", "HeatingQC", "BsmtFinType1", 
                 "MasVnrType", "Exterior1st", "Exterior2nd", "MSZoning","TotalBsmtSF", 
                 "X1stFlrSF", "FullBath", "YearBuilt", "BsmtExposure", "BsmtQual", 
                 "ExterQual", "Condition1")

# Create ggplot visualizations for each selected variable
for (variable in s_variables) {
  plot <- ggplot(train_new, aes(x = as.factor(.data[[variable]]), y = SalePrice)) +
    geom_boxplot()
  print(plot)
}

OBSERVATIONS;

# Now lets check the histogram of SalePrice
ggplot(train_new,aes(SalePrice))+geom_histogram()
## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.

# It seems that SalePrice a little bit left-skewed but there it is negligible

4 LINEAR MODEL

Here our linear model;

# lets look some problematic varaibles

train_new2 <- data.frame(train_new)
validate2 <- data.frame(validate)

cat("validate2 Condition2:", unique(validate2$Condition2), "\n")
## validate2 Condition2: Norm RRNn Feedr RRAe
cat("train_new2 Condition2:", unique(train_new2$Condition2), "\n")
## train_new2 Condition2: Norm Feedr PosN Artery RRNn PosA RRAn
cat("\n")
cat("validate2 RoofStyle:", unique(validate2$RoofStyle), "\n")
## validate2 RoofStyle: Gable Hip Mansard Flat Gambrel Shed
cat("train_new2 RoofStyle:", unique(train_new2$RoofStyle), "\n")
## train_new2 RoofStyle: Gable Hip Flat Gambrel Mansard
cat("\n")
cat("validate2 RoofMatl:", unique(validate2$RoofMatl), "\n")
## validate2 RoofMatl: CompShg Membran WdShake Tar&Grv
cat("train_new2 RoofMatl:", unique(train_new2$RoofMatl), "\n")
## train_new2 RoofMatl: CompShg Metal Tar&Grv WdShngl Roll WdShake ClyTile
cat("\n")
cat("validate2 MasVnrArea:", unique(validate2$MasVnrArea), "\n")
## validate2 MasVnrArea: 71 203 115 252 1 179 300 6 86 352 227 293 122 107 91 177 221 123 20 44 205 265 185 317 30 443 48 370 208 52 38 194 5 4 12 228 75 395 241 344 148 175 258 199 193 21 84 239 337 325 202 105 156 374 55 170 276 45 42 434 151 111 418 7 141 326 98 164 136 335 118 304 13 230 225 161 292 106 237 385 251 422 153 280 157 8 78 23 26 112 415 9 65 114 139 61 279 350 142 49 63 281 296 41 89 47 129 438 53 80 290 409 2 445 402 90 120 22 283 373 67 392 68 82 242 277 145
cat("train_new2 MasVnrArea:", unique(train_new2$MasVnrArea), "\n")
## train_new2 MasVnrArea: 1 403 290 262 198 100 270 371 189 395 90 404 445 112 279 93 220 167 74 420 78 96 153 224 4 135 168 2 212 202 229 226 123 67 426 287 184 361 98 145 118 46 299 117 265 276 300 131 349 415 354 363 444 25 379 113 271 419 185 163 247 347 222 257 285 16 50 127 54 11 209 82 210 105 58 282 95 114 79 339 129 440 26 75 297 340 377 37 221 15 295 147 277 260 143 305 406 55 81 237 195 243 410 408 109 162 264 356 387 21 312 192 289 236 303 53 19 173 374 157 201 227 301 68 353 217 45 309 429 159 86 60 182 99 3 225 39 88 382 199 134 433 89 391 36 443 281 41 272 190 12 169 358 322 56 110 435 360 298 84 402 430 428 18 274 73 273 121 179 336 27 324 438 128 375 171 178 302 76 208 200 172 92 196 436 83 69 30 187 365 380 345 359 249 308 311 357 170 280 215 211 343 7 317 70 57 181 413 418 417 150 136 412 244 126 42 66 77 399 32 108 407 230 235 253 148 368 34 219 223 346 288 65 80 140 442 248 146 62 310 366 314 59 203 191 439 186 139 149 155 367 72 296 206 137 29 239 91 414 313 384 161 183 416 160 424 207 151 64 318 238 141 421
cat("\n")
cat("validate2 Exterior2nd:", unique(validate2$Exterior2nd), "\n")
## validate2 Exterior2nd: VinylSd MetalSd Wd Sdng HdBoard AsbShng Plywood Wd Shng Stucco BrkFace AsphShn CmentBd ImStucc Other
cat("train_new2 Exterior2nd:", unique(train_new2$Exterior2nd), "\n")
## train_new2 Exterior2nd: VinylSd MetalSd HdBoard Plywood CmentBd Wd Sdng Stucco BrkFace ImStucc Wd Shng Brk Cmn AsbShng Stone AsphShn CBlock
cat("\n")
cat("validate2 Heating:", unique(validate2$Heating), "\n")
## validate2 Heating: GasA GasW Grav Wall Floor
cat("train_new2 Heating:", unique(train_new2$Heating), "\n")
## train_new2 Heating: GasA GasW Grav Wall OthW
cat("\n")
cat("validate2 Electrical:", unique(validate2$Electrical), "\n")
## validate2 Electrical: SBrkr FuseF FuseA Mix
cat("train_new2 Electrical:", unique(train_new2$Electrical), "\n")
## train_new2 Electrical: SBrkr FuseA FuseF FuseP
train_new2 <- data.frame(train_new)
validate2 <- data.frame(validate)

# Here we are removing them from training set. Because we also want to look 
# validation set and see if there is overfit or not.If there is no validation 
# set model is working without any problem but since there is different 
# categories for the same variables below we had to exclude them from training set.

train_new2 <- train_new2[, !names(train_new2) %in% c("Condition2")]
train_new2 <- train_new2[, !names(train_new2) %in% c("RoofStyle")]
train_new2 <- train_new2[, !names(train_new2) %in% c("RoofMatl")]
train_new2 <- train_new2[, !names(train_new2) %in% c("MasVnrArea")]
train_new2 <- train_new2[, !names(train_new2) %in% c("Exterior2nd")]
train_new2 <- train_new2[, !names(train_new2) %in% c("Heating")]
train_new2 <- train_new2[, !names(train_new2) %in% c("Electrical")]

# Remove variables with only one level from training dataset
single_level_vars <- sapply(train_new2, function(x) is.factor(x) 
                            && length(levels(x)) <= 1)
train_new2 <- train_new2[, !single_level_vars]

# Fit the linear model (fit_1)
fit_1 <- lm(SalePrice ~ ., data = train_new2)

# Print the summary of the model (fit_1)
summary(fit_1)
## 
## Call:
## lm(formula = SalePrice ~ ., data = train_new2)
## 
## Residuals:
##      Min       1Q   Median       3Q      Max 
## -0.92230 -0.04223  0.00129  0.04977  0.34528 
## 
## Coefficients: (6 not defined because of singularities)
##                        Estimate Std. Error t value Pr(>|t|)    
## (Intercept)          -1.713e+01  6.459e+00  -2.652 0.008140 ** 
## MSSubClass           -3.358e-03  1.944e-02  -0.173 0.862918    
## MSZoningFV            3.017e-01  7.255e-02   4.158 3.52e-05 ***
## MSZoningRH            3.058e-01  7.054e-02   4.335 1.62e-05 ***
## MSZoningRL            3.039e-01  6.343e-02   4.791 1.95e-06 ***
## MSZoningRM            2.995e-01  6.055e-02   4.946 9.05e-07 ***
## LotFrontage          -1.125e-02  1.965e-02  -0.573 0.567031    
## LotArea               8.942e-02  1.435e-02   6.232 7.10e-10 ***
## StreetPave            2.007e-01  8.870e-02   2.262 0.023932 *  
## AlleyNone             1.561e-02  2.566e-02   0.608 0.543042    
## AlleyPave             4.351e-02  3.589e-02   1.212 0.225702    
## LotShapeIR2           8.064e-03  2.363e-02   0.341 0.732978    
## LotShapeIR3           4.128e-02  5.735e-02   0.720 0.471805    
## LotShapeReg           9.996e-03  8.653e-03   1.155 0.248304    
## LandContourHLS        6.156e-02  2.655e-02   2.319 0.020618 *  
## LandContourLow       -1.010e-02  3.326e-02  -0.304 0.761385    
## LandContourLvl        4.857e-02  1.959e-02   2.479 0.013356 *  
## UtilitiesNoSeWa      -2.146e-01  1.263e-01  -1.699 0.089604 .  
## LotConfigCulDSac      3.997e-03  1.873e-02   0.213 0.831079    
## LotConfigFR2         -6.265e-02  2.074e-02  -3.021 0.002595 ** 
## LotConfigFR3         -1.502e-01  7.930e-02  -1.894 0.058579 .  
## LotConfigInside      -2.359e-02  1.000e-02  -2.359 0.018558 *  
## LandSlopeMod          4.047e-02  2.053e-02   1.972 0.048966 *  
## LandSlopeSev         -7.891e-02  5.250e-02  -1.503 0.133157    
## NeighborhoodBlueste  -8.742e-02  1.199e-01  -0.729 0.466281    
## NeighborhoodBrDale   -1.054e-01  5.874e-02  -1.795 0.073044 .  
## NeighborhoodBrkSide  -5.370e-02  5.027e-02  -1.068 0.285673    
## NeighborhoodClearCr  -4.171e-02  5.060e-02  -0.824 0.409986    
## NeighborhoodCollgCr  -6.344e-02  3.937e-02  -1.611 0.107440    
## NeighborhoodCrawfor   4.705e-02  4.636e-02   1.015 0.310427    
## NeighborhoodEdwards  -1.674e-01  4.320e-02  -3.875 0.000115 ***
## NeighborhoodGilbert  -7.114e-02  4.147e-02  -1.716 0.086603 .  
## NeighborhoodIDOTRR   -1.247e-01  5.817e-02  -2.144 0.032310 *  
## NeighborhoodMeadowV  -1.412e-01  6.276e-02  -2.250 0.024700 *  
## NeighborhoodMitchel  -1.097e-01  4.401e-02  -2.493 0.012841 *  
## NeighborhoodNAmes    -9.056e-02  4.184e-02  -2.164 0.030710 *  
## NeighborhoodNoRidge   4.710e-02  4.482e-02   1.051 0.293554    
## NeighborhoodNPkVill  -8.344e-03  5.715e-02  -0.146 0.883954    
## NeighborhoodNridgHt   5.058e-02  3.981e-02   1.271 0.204156    
## NeighborhoodNWAmes   -1.033e-01  4.305e-02  -2.399 0.016662 *  
## NeighborhoodOldTown  -1.250e-01  5.235e-02  -2.388 0.017149 *  
## NeighborhoodSawyer   -9.040e-02  4.352e-02  -2.077 0.038049 *  
## NeighborhoodSawyerW  -5.037e-02  4.226e-02  -1.192 0.233605    
## NeighborhoodSomerst   3.238e-02  4.820e-02   0.672 0.501906    
## NeighborhoodStoneBr   1.482e-01  4.480e-02   3.307 0.000981 ***
## NeighborhoodSWISU    -2.087e-02  5.320e-02  -0.392 0.694941    
## NeighborhoodTimber   -3.624e-02  4.337e-02  -0.836 0.403552    
## NeighborhoodVeenker  -2.634e-02  5.537e-02  -0.476 0.634353    
## Condition1Feedr       3.568e-02  2.629e-02   1.357 0.175163    
## Condition1Norm        8.885e-02  2.258e-02   3.934 9.00e-05 ***
## Condition1PosA        1.041e-02  5.712e-02   0.182 0.855474    
## Condition1PosN        4.286e-02  3.626e-02   1.182 0.237485    
## Condition1RRAe       -6.301e-02  4.525e-02  -1.393 0.164087    
## Condition1RRAn        7.421e-02  3.820e-02   1.943 0.052363 .  
## Condition1RRNe        2.068e-03  8.453e-02   0.024 0.980484    
## Condition1RRNn        8.608e-02  7.199e-02   1.196 0.232116    
## BldgType2fmCon       -2.711e-02  4.089e-02  -0.663 0.507466    
## BldgTypeDuplex       -7.783e-02  3.934e-02  -1.979 0.048169 *  
## BldgTypeTwnhs        -3.860e-02  4.357e-02  -0.886 0.375922    
## BldgTypeTwnhsE       -2.816e-02  3.680e-02  -0.765 0.444403    
## HouseStyle1.5Unf      1.421e-02  5.532e-02   0.257 0.797377    
## HouseStyle1Story      1.241e-02  3.748e-02   0.331 0.740567    
## HouseStyle2.5Fin     -4.566e-02  6.573e-02  -0.695 0.487439    
## HouseStyle2.5Unf      5.870e-02  4.833e-02   1.214 0.224895    
## HouseStyle2Story     -3.002e-02  1.860e-02  -1.614 0.106926    
## HouseStyleSFoyer      3.349e-02  4.365e-02   0.767 0.443252    
## HouseStyleSLvl        2.071e-02  3.620e-02   0.572 0.567310    
## OverallQual           3.549e-02  5.627e-03   6.307 4.49e-10 ***
## OverallCond           3.911e-02  4.918e-03   7.954 5.52e-15 ***
## YearBuilt             1.436e-03  4.390e-04   3.270 0.001117 ** 
## YearRemodAdd          8.223e-04  3.093e-04   2.658 0.008000 ** 
## Exterior1stAsphShn   -1.050e-02  1.228e-01  -0.085 0.931910    
## Exterior1stBrkComm   -1.104e-01  9.142e-02  -1.207 0.227685    
## Exterior1stBrkFace    5.260e-02  3.947e-02   1.333 0.182967    
## Exterior1stCBlock    -1.412e-01  1.357e-01  -1.041 0.298165    
## Exterior1stCemntBd   -3.051e-02  4.034e-02  -0.756 0.449699    
## Exterior1stHdBoard   -4.060e-02  3.572e-02  -1.137 0.256015    
## Exterior1stImStucc   -4.019e-02  1.207e-01  -0.333 0.739336    
## Exterior1stMetalSd   -2.828e-03  3.449e-02  -0.082 0.934661    
## Exterior1stPlywood   -2.016e-02  3.690e-02  -0.547 0.584840    
## Exterior1stStone     -5.182e-02  1.282e-01  -0.404 0.686233    
## Exterior1stStucco     1.131e-02  4.241e-02   0.267 0.789877    
## Exterior1stVinylSd   -3.413e-03  3.460e-02  -0.099 0.921440    
## Exterior1stWd Sdng   -3.747e-02  3.431e-02  -1.092 0.275182    
## Exterior1stWdShing    1.571e-03  4.293e-02   0.037 0.970823    
## MasVnrTypeBrkFace     2.507e-02  3.402e-02   0.737 0.461252    
## MasVnrTypeNone        1.499e-02  3.331e-02   0.450 0.652907    
## MasVnrTypeStone       2.277e-02  3.620e-02   0.629 0.529500    
## ExterQualFa           4.901e-02  5.902e-02   0.830 0.406535    
## ExterQualGd           6.527e-03  2.491e-02   0.262 0.793353    
## ExterQualTA           1.135e-02  2.763e-02   0.411 0.681300    
## ExterCondFa          -2.454e-01  9.296e-02  -2.640 0.008447 ** 
## ExterCondGd          -2.218e-01  8.739e-02  -2.538 0.011325 *  
## ExterCondPo          -2.586e-01  1.554e-01  -1.664 0.096489 .  
## ExterCondTA          -1.953e-01  8.701e-02  -2.245 0.025013 *  
## FoundationCBlock      2.603e-02  1.806e-02   1.441 0.149809    
## FoundationPConc       3.442e-02  1.960e-02   1.756 0.079408 .  
## FoundationSlab        3.931e-02  5.629e-02   0.698 0.485114    
## FoundationStone       7.551e-02  6.641e-02   1.137 0.255820    
## FoundationWood       -1.348e-01  7.179e-02  -1.877 0.060839 .  
## BsmtQualFa           -4.356e-02  3.555e-02  -1.225 0.220726    
## BsmtQualGd           -5.349e-02  1.843e-02  -2.902 0.003801 ** 
## BsmtQualNone          4.468e-01  2.221e-01   2.011 0.044579 *  
## BsmtQualTA           -4.739e-02  2.276e-02  -2.082 0.037642 *  
## BsmtCondGd            1.909e-02  3.080e-02   0.620 0.535451    
## BsmtCondNone                 NA         NA      NA       NA    
## BsmtCondPo            1.900e-01  1.436e-01   1.323 0.186132    
## BsmtCondTA            3.825e-02  2.486e-02   1.539 0.124279    
## BsmtExposureGd        3.990e-02  1.609e-02   2.479 0.013345 *  
## BsmtExposureMn        8.273e-05  1.696e-02   0.005 0.996109    
## BsmtExposureNo       -1.431e-02  1.231e-02  -1.163 0.245332    
## BsmtExposureNone     -8.451e-02  1.086e-01  -0.778 0.436772    
## BsmtFinType1BLQ      -1.247e-02  1.566e-02  -0.796 0.426241    
## BsmtFinType1GLQ       4.001e-03  1.394e-02   0.287 0.774231    
## BsmtFinType1LwQ      -2.112e-02  2.081e-02  -1.015 0.310350    
## BsmtFinType1None             NA         NA      NA       NA    
## BsmtFinType1Rec      -1.026e-02  1.631e-02  -0.629 0.529695    
## BsmtFinType1Unf       4.384e-02  3.804e-02   1.152 0.249455    
## BsmtFinSF1            1.572e-02  6.271e-03   2.507 0.012369 *  
## BsmtFinType2BLQ      -7.897e-02  3.992e-02  -1.978 0.048201 *  
## BsmtFinType2GLQ      -2.490e-02  5.119e-02  -0.487 0.626732    
## BsmtFinType2LwQ      -6.001e-02  3.940e-02  -1.523 0.128082    
## BsmtFinType2None             NA         NA      NA       NA    
## BsmtFinType2Rec      -4.938e-02  3.766e-02  -1.311 0.190127    
## BsmtFinType2Unf      -6.830e-02  9.123e-02  -0.749 0.454269    
## BsmtFinSF2           -3.170e-03  1.420e-02  -0.223 0.823375    
## BsmtUnfSF            -3.790e-03  3.266e-03  -1.160 0.246170    
## TotalBsmtSF           7.598e-02  2.396e-02   3.171 0.001570 ** 
## HeatingQCFa          -2.674e-02  2.217e-02  -1.206 0.228067    
## HeatingQCGd          -3.345e-02  1.137e-02  -2.941 0.003352 ** 
## HeatingQCPo           1.837e-02  1.287e-01   0.143 0.886559    
## HeatingQCTA          -2.902e-02  1.127e-02  -2.575 0.010194 *  
## CentralAirY           4.520e-02  2.014e-02   2.244 0.025066 *  
## X1stFlrSF            -3.275e-02  5.679e-02  -0.577 0.564322    
## X2ndFlrSF            -1.462e-03  7.221e-03  -0.202 0.839647    
## LowQualFinSF         -9.226e-03  7.585e-03  -1.216 0.224140    
## GrLivArea             4.298e-01  6.502e-02   6.610 6.65e-11 ***
## BsmtFullBath          2.132e-02  1.089e-02   1.958 0.050541 .  
## BsmtHalfBath          1.409e-02  2.448e-02   0.576 0.565060    
## FullBath              1.434e-02  1.225e-02   1.171 0.242004    
## HalfBath              2.070e-02  1.135e-02   1.824 0.068484 .  
## BedroomAbvGr         -6.679e-03  7.586e-03  -0.880 0.378845    
## KitchenAbvGr         -4.337e-02  7.328e-02  -0.592 0.554140    
## KitchenQualFa        -4.630e-02  3.536e-02  -1.309 0.190733    
## KitchenQualGd        -5.322e-02  1.906e-02  -2.792 0.005357 ** 
## KitchenQualTA        -5.729e-02  2.131e-02  -2.689 0.007301 ** 
## TotRmsAbvGrd          7.652e-02  3.934e-02   1.945 0.052122 .  
## FunctionalMaj2       -1.880e-01  7.654e-02  -2.456 0.014246 *  
## FunctionalMin1        1.528e-02  4.445e-02   0.344 0.731198    
## FunctionalMin2        7.880e-04  4.529e-02   0.017 0.986124    
## FunctionalMod        -6.795e-02  5.705e-02  -1.191 0.233941    
## FunctionalSev        -2.080e-01  1.369e-01  -1.520 0.128912    
## FunctionalTyp         7.621e-02  3.852e-02   1.978 0.048209 *  
## Fireplaces            2.274e-02  1.367e-02   1.663 0.096694 .  
## FireplaceQuFa        -3.071e-02  3.769e-02  -0.815 0.415444    
## FireplaceQuGd        -3.243e-02  2.704e-02  -1.199 0.230666    
## FireplaceQuNone      -2.645e-02  3.234e-02  -0.818 0.413723    
## FireplaceQuPo        -2.316e-02  4.235e-02  -0.547 0.584576    
## FireplaceQuTA        -3.292e-02  2.851e-02  -1.155 0.248544    
## GarageTypeAttchd      6.515e-02  5.577e-02   1.168 0.243061    
## GarageTypeBasment     8.904e-02  6.522e-02   1.365 0.172523    
## GarageTypeBuiltIn     3.731e-02  5.806e-02   0.643 0.520621    
## GarageTypeCarPort     2.090e-02  7.576e-02   0.276 0.782732    
## GarageTypeDetchd      7.090e-02  5.533e-02   1.281 0.200409    
## GarageTypeNone       -4.231e-02  6.840e-01  -0.062 0.950690    
## GarageYrBlt          -7.296e-06  3.445e-04  -0.021 0.983109    
## GarageFinishNone             NA         NA      NA       NA    
## GarageFinishRFn      -1.164e-02  1.079e-02  -1.078 0.281212    
## GarageFinishUnf      -1.705e-02  1.333e-02  -1.280 0.201049    
## GarageCars            2.890e-02  1.209e-02   2.391 0.017027 *  
## GarageArea            5.908e-05  4.218e-05   1.401 0.161658    
## GarageQualFa         -5.333e-01  1.363e-01  -3.914 9.78e-05 ***
## GarageQualGd         -5.036e-01  1.414e-01  -3.562 0.000388 ***
## GarageQualNone               NA         NA      NA       NA    
## GarageQualPo         -7.138e-01  1.828e-01  -3.906 0.000101 ***
## GarageQualTA         -5.126e-01  1.339e-01  -3.829 0.000138 ***
## GarageCondFa          4.060e-01  1.594e-01   2.546 0.011057 *  
## GarageCondGd          4.684e-01  1.708e-01   2.742 0.006225 ** 
## GarageCondNone               NA         NA      NA       NA    
## GarageCondPo          5.959e-01  1.828e-01   3.259 0.001161 ** 
## GarageCondTA          4.470e-01  1.574e-01   2.841 0.004603 ** 
## PavedDriveP          -5.048e-03  3.140e-02  -0.161 0.872316    
## PavedDriveY           1.134e-02  1.972e-02   0.575 0.565251    
## WoodDeckSF            3.836e-03  1.586e-03   2.419 0.015766 *  
## OpenPorchSF           1.606e-03  2.016e-03   0.797 0.425762    
## EnclosedPorch         6.631e-05  2.519e-03   0.026 0.979007    
## X3SsnPorch            1.140e-02  5.255e-03   2.169 0.030328 *  
## ScreenPorch           8.200e-03  2.756e-03   2.975 0.003008 ** 
## PoolArea              4.191e+00  4.556e-01   9.198  < 2e-16 ***
## PoolQCFa             -1.005e+00  1.683e-01  -5.972 3.38e-09 ***
## PoolQCGd             -1.216e+00  1.361e-01  -8.929  < 2e-16 ***
## PoolQCNone            2.608e+01  2.869e+00   9.090  < 2e-16 ***
## FenceGdWo            -1.974e-02  2.670e-02  -0.740 0.459759    
## FenceMnPrv            3.935e-03  2.232e-02   0.176 0.860104    
## FenceMnWw            -6.269e-02  4.382e-02  -1.431 0.152852    
## FenceNone             8.467e-04  2.042e-02   0.041 0.966941    
## MiscFeatureNone      -1.317e-01  2.110e-01  -0.624 0.532523    
## MiscFeatureOthr      -1.877e-01  1.812e-01  -1.036 0.300484    
## MiscFeatureShed      -5.881e-02  1.276e-01  -0.461 0.644980    
## MiscFeatureTenC       7.835e-01  2.255e-01   3.474 0.000538 ***
## MiscVal              -1.037e-02  1.880e-02  -0.552 0.581272    
## MoSold                5.195e-05  1.363e-03   0.038 0.969592    
## YrSold               -3.264e-03  2.822e-03  -1.156 0.247800    
## SaleTypeCon           1.144e-01  1.199e-01   0.954 0.340276    
## SaleTypeConLD         1.825e-01  5.386e-02   3.388 0.000734 ***
## SaleTypeConLI         7.434e-02  6.130e-02   1.213 0.225519    
## SaleTypeConLw        -6.761e-03  6.731e-02  -0.100 0.920007    
## SaleTypeCWD           1.371e-01  7.078e-02   1.937 0.053085 .  
## SaleTypeNew           1.476e-01  7.412e-02   1.991 0.046813 *  
## SaleTypeOth           5.221e-02  8.541e-02   0.611 0.541168    
## SaleTypeWD            5.198e-03  2.275e-02   0.229 0.819294    
## SaleConditionAdjLand  1.221e-01  6.542e-02   1.867 0.062264 .  
## SaleConditionAlloca   5.837e-04  4.781e-02   0.012 0.990261    
## SaleConditionFamily  -2.631e-03  3.282e-02  -0.080 0.936133    
## SaleConditionNormal   5.899e-02  1.597e-02   3.695 0.000234 ***
## SaleConditionPartial -5.776e-02  7.043e-02  -0.820 0.412440    
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 0.106 on 884 degrees of freedom
## Multiple R-squared:  0.9414, Adjusted R-squared:  0.9276 
## F-statistic: 67.98 on 209 and 884 DF,  p-value: < 2.2e-16
# Perform prediction on the validate dataset using the linear model
prediction <- predict(fit_1, newdata = validate2)

# Calculate MSE for the linear model
mse <- sqrt(mean((prediction - validate2$SalePrice)^2, na.rm = TRUE))
cat("MSE for the linear model:", mse, "\n")
## MSE for the linear model: 0.1212913
# Visualize model results
par(mfrow = c(2, 2))
plot(fit_1)
mtext("Model 1: ALL VARIABLES", side = 3, line = -28, outer = TRUE)

par(mfrow = c(1, 1))

When a variable has a leverage value of one, it indicates that the corresponding observation has a high degree of influence on the estimated regression coefficients. These observations with leverage one can significantly impact the results of the regression analysis, particularly the estimated coefficients and the fitted values.

In this particular case, the variables with leverage one were not removed before fitting the model, and a warning was allowed to appear. This decision was made to acknowledge and highlight the potential impact of these observations on the model’s results. By not excluding these variables, we intentionally chose to include their influence in the analysis.

OBSERVATIONS;

As we can see our adjusted R-squared is near to 1 (is near to normal distribution) with the square root distribution

R-Square: Measures the proportion of variability in y that can be explained using x, aim is to make r square near to one -> measures of how regression predictions approximate real data points if it’s = to 1 means that RSS is equal to 0 (residual sum of squared) it means that our regression predictions fit very well the data.

In a linear model, there are several important assumptions that need to be satisfied:

4.1 REGULARIZED LINEAR MODEL

Here our Regularized Linear Model;

# Create the train control object for cross-validation
myTrainControl <- trainControl(method = "repeatedcv", number = 10, repeats = 4)

# Define the range of alpha and lambda values for tuning
alpha_values <- seq(0, 1, by = 0.05)
lambda_values <- seq(0, 0.08, by = 0.02)

# Fit the regularized linear model using glmnet
fit.glmnet <- train(SalePrice ~ ., data = train_new2, 
                    trControl = myTrainControl, method = "glmnet",
                    tuneGrid = expand.grid(alpha = alpha_values,
                                           lambda = lambda_values))

summary(fit.glmnet)
##             Length Class      Mode     
## a0            100  -none-     numeric  
## beta        21500  dgCMatrix  S4       
## df            100  -none-     numeric  
## dim             2  -none-     numeric  
## lambda        100  -none-     numeric  
## dev.ratio     100  -none-     numeric  
## nulldev         1  -none-     numeric  
## npasses         1  -none-     numeric  
## jerr            1  -none-     numeric  
## offset          1  -none-     logical  
## call            5  -none-     call     
## nobs            1  -none-     numeric  
## lambdaOpt       1  -none-     numeric  
## xNames        215  -none-     character
## problemType     1  -none-     character
## tuneValue       2  data.frame list     
## obsLevels       1  -none-     logical  
## param           0  -none-     list
# Plot the cross-validated mean squared error (CV RMSE) against log(lambda)
plot(fit.glmnet, xvar = "lambda", metric = "RMSE")

# Plot the cross-validated mean absolute error (CV MAE) against log(lambda)
plot(fit.glmnet, xvar = "lambda", metric = "MAE")

# Plot the cross-validated R-squared against log(lambda)
plot(fit.glmnet, xvar = "lambda", metric = "Rsquared")

# Perform prediction on the validate2 dataset using the regularized linear model
prediction <- predict(fit.glmnet, newdata = validate2, type = "raw")

# Calculate MSE for the regularized linear model
mse <- sqrt(mean((prediction - validate2$SalePrice)^2, na.rm = TRUE))
cat("MSE for the regularized linear model:", mse, "\n")
## MSE for the regularized linear model: 0.1323808
# non-regularized model gived better mse score !!!!

The non-regularized model outperformed the regularized model in terms of mean squared error (MSE) score. This implies that the non-regularized model achieved better accuracy in predicting the target variable compared to the regularized model.

#4.2 BACKWARD MODEL SELECTION

In this step, we will perform backward model selection without considering the previously mentioned property combinations. The goal is to identify the most relevant features that significantly contribute to the predictive power of our model. By systematically removing variables from the model and evaluating the impact on model performance, we can determine the champion model.

Once we have identified the champion model, we will incorporate the property combinations mentioned earlier and assess if their inclusion improves the model’s performance. This analysis will help us determine whether the additional features derived from combining variables provide valuable insights and enhance the predictive capabilities of our model.

By conducting this two-step process, we can ensure that we first establish a strong baseline model and then evaluate the incremental benefit of incorporating the combined property variables. This approach will enable us to make informed decisions about feature selection and assess the potential improvement gained from the inclusion of these engineered features.

# Here we will try backward model selection without considering above property. 
#Then with the champion model,we will include above property and see if there is 
#improvement or not

fit_lm_1 <- lm(SalePrice~GrLivArea+GarageCars+GarageArea+YrSold+SaleCondition+Neighborhood+Fence+GarageQual+
             OverallQual+OverallCond+BsmtQual+KitchenQual+GarageFinish+GarageType+Foundation+
             FireplaceQu+HeatingQC+BsmtFinType1+MasVnrType+Exterior1st+Exterior2nd+MSZoning+
             +TotalBsmtSF+X1stFlrSF+FullBath+YearBuilt+BsmtExposure+ExterQual+Condition1+I(LotArea^2)+
             Street+Condition2+LotConfig+LandSlope+RoofStyle+RoofMatl+BsmtFinSF2+BsmtUnfSF+X2ndFlrSF
            ,train_new)
# Print the summary of the model (fit_lm_1)
summary(fit_lm_1)
## 
## Call:
## lm(formula = SalePrice ~ GrLivArea + GarageCars + GarageArea + 
##     YrSold + SaleCondition + Neighborhood + Fence + GarageQual + 
##     OverallQual + OverallCond + BsmtQual + KitchenQual + GarageFinish + 
##     GarageType + Foundation + FireplaceQu + HeatingQC + BsmtFinType1 + 
##     MasVnrType + Exterior1st + Exterior2nd + MSZoning + +TotalBsmtSF + 
##     X1stFlrSF + FullBath + YearBuilt + BsmtExposure + ExterQual + 
##     Condition1 + I(LotArea^2) + Street + Condition2 + LotConfig + 
##     LandSlope + RoofStyle + RoofMatl + BsmtFinSF2 + BsmtUnfSF + 
##     X2ndFlrSF, data = train_new)
## 
## Residuals:
##      Min       1Q   Median       3Q      Max 
## -0.69717 -0.05205  0.00604  0.05690  0.53153 
## 
## Coefficients: (6 not defined because of singularities)
##                        Estimate Std. Error t value Pr(>|t|)    
## (Intercept)           9.471e+00  5.615e+00   1.687 0.091987 .  
## GrLivArea             3.658e-01  5.013e-02   7.296 6.32e-13 ***
## GarageCars            2.690e-02  1.211e-02   2.221 0.026594 *  
## GarageArea            6.798e-05  4.097e-05   1.659 0.097405 .  
## YrSold               -3.635e-03  2.762e-03  -1.316 0.188478    
## SaleConditionAdjLand  1.006e-01  6.624e-02   1.518 0.129237    
## SaleConditionAlloca   2.288e-02  4.263e-02   0.537 0.591496    
## SaleConditionFamily  -1.397e-02  3.227e-02  -0.433 0.665177    
## SaleConditionNormal   3.970e-02  1.467e-02   2.706 0.006935 ** 
## SaleConditionPartial  6.999e-02  2.017e-02   3.470 0.000544 ***
## NeighborhoodBlueste  -3.317e-02  1.218e-01  -0.272 0.785359    
## NeighborhoodBrDale   -4.105e-02  5.500e-02  -0.746 0.455711    
## NeighborhoodBrkSide   2.580e-02  4.555e-02   0.566 0.571281    
## NeighborhoodClearCr  -2.320e-02  4.781e-02  -0.485 0.627580    
## NeighborhoodCollgCr  -2.064e-02  3.611e-02  -0.572 0.567749    
## NeighborhoodCrawfor   1.120e-01  4.282e-02   2.616 0.009038 ** 
## NeighborhoodEdwards  -7.888e-02  4.004e-02  -1.970 0.049102 *  
## NeighborhoodGilbert  -2.687e-02  3.810e-02  -0.705 0.480827    
## NeighborhoodIDOTRR   -4.717e-02  5.325e-02  -0.886 0.375982    
## NeighborhoodMeadowV  -1.069e-01  5.898e-02  -1.813 0.070144 .  
## NeighborhoodMitchel  -6.479e-02  4.163e-02  -1.556 0.119989    
## NeighborhoodNAmes    -2.198e-02  3.852e-02  -0.571 0.568453    
## NeighborhoodNoRidge   7.804e-02  4.193e-02   1.861 0.063010 .  
## NeighborhoodNPkVill   4.933e-02  7.661e-02   0.644 0.519752    
## NeighborhoodNridgHt   7.692e-02  3.886e-02   1.979 0.048075 *  
## NeighborhoodNWAmes   -4.862e-02  4.053e-02  -1.199 0.230652    
## NeighborhoodOldTown  -4.184e-02  4.709e-02  -0.889 0.374396    
## NeighborhoodSawyer   -2.656e-02  4.023e-02  -0.660 0.509201    
## NeighborhoodSawyerW  -3.584e-03  4.000e-02  -0.090 0.928631    
## NeighborhoodSomerst   5.567e-02  4.649e-02   1.197 0.231497    
## NeighborhoodStoneBr   1.525e-01  4.373e-02   3.487 0.000511 ***
## NeighborhoodSWISU     4.604e-03  4.916e-02   0.094 0.925404    
## NeighborhoodTimber   -1.138e-02  4.073e-02  -0.280 0.779916    
## NeighborhoodVeenker   5.072e-02  5.305e-02   0.956 0.339317    
## FenceGdWo            -2.808e-02  2.628e-02  -1.068 0.285669    
## FenceMnPrv            7.982e-03  2.175e-02   0.367 0.713721    
## FenceMnWw            -4.120e-02  4.372e-02  -0.942 0.346200    
## FenceNone            -1.621e-02  1.959e-02  -0.828 0.408095    
## GarageQualFa         -1.824e-01  7.245e-02  -2.517 0.011987 *  
## GarageQualGd         -8.731e-02  8.304e-02  -1.051 0.293338    
## GarageQualNone       -8.517e-02  9.434e-02  -0.903 0.366854    
## GarageQualPo         -2.770e-01  1.129e-01  -2.454 0.014307 *  
## GarageQualTA         -1.634e-01  6.925e-02  -2.360 0.018504 *  
## OverallQual           3.986e-02  5.639e-03   7.068 3.06e-12 ***
## OverallCond           5.085e-02  4.104e-03  12.389  < 2e-16 ***
## BsmtQualFa           -5.825e-02  3.485e-02  -1.671 0.095025 .  
## BsmtQualGd           -7.107e-02  1.855e-02  -3.832 0.000136 ***
## BsmtQualNone          5.747e-01  1.965e-01   2.925 0.003526 ** 
## BsmtQualTA           -6.211e-02  2.259e-02  -2.749 0.006096 ** 
## KitchenQualFa        -9.999e-02  3.423e-02  -2.921 0.003568 ** 
## KitchenQualGd        -6.305e-02  1.895e-02  -3.327 0.000912 ***
## KitchenQualTA        -8.138e-02  2.112e-02  -3.853 0.000125 ***
## GarageFinishNone             NA         NA      NA       NA    
## GarageFinishRFn      -9.292e-03  1.088e-02  -0.854 0.393159    
## GarageFinishUnf      -2.024e-02  1.329e-02  -1.523 0.128190    
## GarageTypeAttchd      1.157e-01  5.740e-02   2.016 0.044118 *  
## GarageTypeBasment     8.646e-02  6.551e-02   1.320 0.187271    
## GarageTypeBuiltIn     1.118e-01  5.943e-02   1.881 0.060307 .  
## GarageTypeCarPort     4.166e-02  7.485e-02   0.557 0.577931    
## GarageTypeDetchd      1.120e-01  5.729e-02   1.955 0.050840 .  
## GarageTypeNone               NA         NA      NA       NA    
## FoundationCBlock      1.377e-02  1.757e-02   0.784 0.433379    
## FoundationPConc       3.842e-02  1.948e-02   1.973 0.048832 *  
## FoundationSlab       -1.011e-02  5.778e-02  -0.175 0.861190    
## FoundationStone       9.546e-02  6.568e-02   1.453 0.146465    
## FoundationWood       -9.255e-02  7.100e-02  -1.304 0.192695    
## FireplaceQuFa        -1.041e-02  3.753e-02  -0.277 0.781639    
## FireplaceQuGd        -1.619e-02  2.728e-02  -0.594 0.552923    
## FireplaceQuNone      -5.243e-02  2.850e-02  -1.839 0.066183 .  
## FireplaceQuPo        -3.613e-02  4.159e-02  -0.869 0.385198    
## FireplaceQuTA        -1.131e-02  2.861e-02  -0.395 0.692687    
## HeatingQCFa          -3.643e-02  2.117e-02  -1.721 0.085541 .  
## HeatingQCGd          -3.245e-02  1.144e-02  -2.838 0.004645 ** 
## HeatingQCPo          -2.297e-02  1.220e-01  -0.188 0.850647    
## HeatingQCTA          -4.430e-02  1.109e-02  -3.993 7.03e-05 ***
## BsmtFinType1BLQ      -3.247e-04  1.514e-02  -0.021 0.982896    
## BsmtFinType1GLQ       1.133e-02  1.385e-02   0.818 0.413622    
## BsmtFinType1LwQ      -2.374e-02  1.940e-02  -1.224 0.221376    
## BsmtFinType1None             NA         NA      NA       NA    
## BsmtFinType1Rec      -1.592e-02  1.589e-02  -1.002 0.316531    
## BsmtFinType1Unf      -5.694e-02  1.379e-02  -4.128 3.99e-05 ***
## MasVnrTypeBrkFace     5.334e-02  3.355e-02   1.590 0.112201    
## MasVnrTypeNone        4.632e-02  3.292e-02   1.407 0.159824    
## MasVnrTypeStone       5.100e-02  3.605e-02   1.414 0.157552    
## Exterior1stAsphShn   -1.133e-01  1.275e-01  -0.889 0.374385    
## Exterior1stBrkComm   -1.281e-01  1.391e-01  -0.921 0.357135    
## Exterior1stBrkFace    1.729e-01  7.327e-02   2.360 0.018464 *  
## Exterior1stCBlock    -7.744e-02  1.327e-01  -0.584 0.559627    
## Exterior1stCemntBd    3.819e-02  9.707e-02   0.393 0.694072    
## Exterior1stHdBoard    7.889e-02  7.253e-02   1.088 0.277054    
## Exterior1stImStucc   -1.917e-03  1.420e-01  -0.013 0.989232    
## Exterior1stMetalSd    1.670e-01  8.343e-02   2.002 0.045577 *  
## Exterior1stPlywood    8.545e-02  7.096e-02   1.204 0.228853    
## Exterior1stStone      9.125e-02  1.498e-01   0.609 0.542655    
## Exterior1stStucco     8.325e-02  7.519e-02   1.107 0.268510    
## Exterior1stVinylSd    3.064e-02  7.231e-02   0.424 0.671908    
## Exterior1stWd Sdng    6.472e-02  7.103e-02   0.911 0.362441    
## Exterior1stWdShing    7.977e-02  7.353e-02   1.085 0.278286    
## Exterior2ndAsphShn           NA         NA      NA       NA    
## Exterior2ndBrk Cmn   -1.165e-01  1.112e-01  -1.048 0.294965    
## Exterior2ndBrkFace   -1.718e-01  8.177e-02  -2.102 0.035862 *  
## Exterior2ndCBlock            NA         NA      NA       NA    
## Exterior2ndCmentBd   -1.597e-02  9.955e-02  -0.160 0.872568    
## Exterior2ndHdBoard   -9.986e-02  7.522e-02  -1.328 0.184601    
## Exterior2ndImStucc   -4.952e-02  8.332e-02  -0.594 0.552475    
## Exterior2ndMetalSd   -1.680e-01  8.659e-02  -1.940 0.052673 .  
## Exterior2ndPlywood   -1.012e-01  7.321e-02  -1.383 0.167129    
## Exterior2ndStone     -1.736e-01  9.526e-02  -1.823 0.068696 .  
## Exterior2ndStucco    -6.603e-02  7.791e-02  -0.847 0.396941    
## Exterior2ndVinylSd   -2.400e-02  7.475e-02  -0.321 0.748265    
## Exterior2ndWd Sdng   -8.196e-02  7.392e-02  -1.109 0.267812    
## Exterior2ndWd Shng   -8.941e-02  7.405e-02  -1.207 0.227582    
## MSZoningFV            2.822e-01  7.107e-02   3.970 7.73e-05 ***
## MSZoningRH            2.648e-01  6.912e-02   3.831 0.000136 ***
## MSZoningRL            2.704e-01  6.230e-02   4.341 1.57e-05 ***
## MSZoningRM            2.364e-01  5.909e-02   4.001 6.81e-05 ***
## TotalBsmtSF           1.117e-01  2.192e-02   5.097 4.16e-07 ***
## X1stFlrSF             3.986e-02  4.600e-02   0.867 0.386414    
## FullBath             -1.969e-03  1.053e-02  -0.187 0.851683    
## YearBuilt             2.427e-03  3.929e-04   6.178 9.66e-10 ***
## BsmtExposureGd        3.054e-02  1.622e-02   1.883 0.060024 .  
## BsmtExposureMn       -9.664e-03  1.639e-02  -0.590 0.555471    
## BsmtExposureNo       -2.795e-02  1.129e-02  -2.477 0.013429 *  
## BsmtExposureNone     -9.797e-02  1.120e-01  -0.874 0.382117    
## ExterQualFa           3.429e-03  5.410e-02   0.063 0.949476    
## ExterQualGd           3.549e-03  2.556e-02   0.139 0.889577    
## ExterQualTA           1.523e-02  2.807e-02   0.543 0.587469    
## Condition1Feedr       2.745e-02  2.688e-02   1.021 0.307315    
## Condition1Norm        7.965e-02  2.234e-02   3.564 0.000383 ***
## Condition1PosA       -4.506e-02  6.198e-02  -0.727 0.467392    
## Condition1PosN        1.022e-01  3.772e-02   2.708 0.006888 ** 
## Condition1RRAe       -6.539e-02  4.468e-02  -1.464 0.143658    
## Condition1RRAn        6.693e-02  3.824e-02   1.750 0.080384 .  
## Condition1RRNe        1.465e-02  8.520e-02   0.172 0.863563    
## Condition1RRNn        7.019e-02  7.496e-02   0.936 0.349313    
## I(LotArea^2)          5.039e-03  6.955e-04   7.244 9.06e-13 ***
## StreetPave            1.161e-01  8.295e-02   1.399 0.162063    
## Condition2Feedr       2.689e-01  1.229e-01   2.188 0.028909 *  
## Condition2Norm        1.156e-01  9.362e-02   1.235 0.217058    
## Condition2PosA        4.579e-01  1.495e-01   3.064 0.002249 ** 
## Condition2PosN       -5.693e-01  1.320e-01  -4.314 1.77e-05 ***
## Condition2RRAn       -5.280e-02  1.498e-01  -0.352 0.724578    
## Condition2RRNn        2.119e-01  1.511e-01   1.402 0.161186    
## LotConfigCulDSac      3.651e-03  1.768e-02   0.206 0.836451    
## LotConfigFR2         -5.470e-02  2.045e-02  -2.676 0.007591 ** 
## LotConfigFR3         -1.434e-01  8.170e-02  -1.755 0.079605 .  
## LotConfigInside      -2.486e-02  9.790e-03  -2.539 0.011270 *  
## LandSlopeMod          1.845e-02  1.866e-02   0.989 0.323150    
## LandSlopeSev         -1.230e-01  5.077e-02  -2.422 0.015610 *  
## RoofStyleGable       -1.527e+00  1.362e-01 -11.210  < 2e-16 ***
## RoofStyleGambrel     -1.568e+00  1.416e-01 -11.074  < 2e-16 ***
## RoofStyleHip         -1.515e+00  1.368e-01 -11.077  < 2e-16 ***
## RoofStyleMansard     -1.407e+00  2.204e-01  -6.384 2.70e-10 ***
## RoofMatlCompShg       1.533e+00  1.297e-01  11.814  < 2e-16 ***
## RoofMatlMetal         1.668e-01  1.268e-01   1.316 0.188506    
## RoofMatlRoll          1.439e+00  1.755e-01   8.203 7.70e-16 ***
## RoofMatlTar&Grv              NA         NA      NA       NA    
## RoofMatlWdShake       1.591e+00  1.742e-01   9.137  < 2e-16 ***
## RoofMatlWdShngl       1.686e+00  1.369e-01  12.315  < 2e-16 ***
## BsmtFinSF2           -3.342e-03  2.165e-03  -1.543 0.123095    
## BsmtUnfSF            -8.011e-03  2.876e-03  -2.786 0.005443 ** 
## X2ndFlrSF             3.782e-03  4.202e-03   0.900 0.368338    
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 0.11 on 938 degrees of freedom
## Multiple R-squared:  0.9331, Adjusted R-squared:  0.9221 
## F-statistic: 84.46 on 155 and 938 DF,  p-value: < 2.2e-16
#Removing ExterQual
fit_lm_2 <- lm(SalePrice~GrLivArea+GarageCars+GarageArea+YrSold+SaleCondition+Neighborhood+Fence+GarageQual+
                 OverallQual+OverallCond+BsmtQual+KitchenQual+GarageFinish+GarageType+Foundation+
                 FireplaceQu+HeatingQC+BsmtFinType1+MasVnrType+Exterior1st+Exterior2nd+MSZoning+
                 +TotalBsmtSF+X1stFlrSF+FullBath+YearBuilt+BsmtExposure+Condition1+I(LotArea^2)+
                 Street+Condition2+LotConfig+LandSlope+RoofStyle+RoofMatl+BsmtFinSF2+BsmtUnfSF+X2ndFlrSF
               ,train_new)
# Print the summary of the model (fit_lm_1)
summary(fit_lm_2)
## 
## Call:
## lm(formula = SalePrice ~ GrLivArea + GarageCars + GarageArea + 
##     YrSold + SaleCondition + Neighborhood + Fence + GarageQual + 
##     OverallQual + OverallCond + BsmtQual + KitchenQual + GarageFinish + 
##     GarageType + Foundation + FireplaceQu + HeatingQC + BsmtFinType1 + 
##     MasVnrType + Exterior1st + Exterior2nd + MSZoning + +TotalBsmtSF + 
##     X1stFlrSF + FullBath + YearBuilt + BsmtExposure + Condition1 + 
##     I(LotArea^2) + Street + Condition2 + LotConfig + LandSlope + 
##     RoofStyle + RoofMatl + BsmtFinSF2 + BsmtUnfSF + X2ndFlrSF, 
##     data = train_new)
## 
## Residuals:
##      Min       1Q   Median       3Q      Max 
## -0.69587 -0.05266  0.00606  0.05707  0.53285 
## 
## Coefficients: (6 not defined because of singularities)
##                        Estimate Std. Error t value Pr(>|t|)    
## (Intercept)           9.617e+00  5.583e+00   1.722 0.085318 .  
## GrLivArea             3.634e-01  4.988e-02   7.286 6.76e-13 ***
## GarageCars            2.706e-02  1.209e-02   2.238 0.025462 *  
## GarageArea            6.666e-05  4.087e-05   1.631 0.103221    
## YrSold               -3.680e-03  2.748e-03  -1.339 0.180827    
## SaleConditionAdjLand  1.011e-01  6.616e-02   1.528 0.126866    
## SaleConditionAlloca   2.219e-02  4.257e-02   0.521 0.602352    
## SaleConditionFamily  -1.409e-02  3.223e-02  -0.437 0.662164    
## SaleConditionNormal   3.973e-02  1.465e-02   2.712 0.006818 ** 
## SaleConditionPartial  6.981e-02  2.012e-02   3.469 0.000545 ***
## NeighborhoodBlueste  -2.724e-02  1.215e-01  -0.224 0.822613    
## NeighborhoodBrDale   -3.772e-02  5.482e-02  -0.688 0.491510    
## NeighborhoodBrkSide   2.691e-02  4.531e-02   0.594 0.552798    
## NeighborhoodClearCr  -2.015e-02  4.764e-02  -0.423 0.672364    
## NeighborhoodCollgCr  -1.934e-02  3.603e-02  -0.537 0.591639    
## NeighborhoodCrawfor   1.139e-01  4.268e-02   2.668 0.007769 ** 
## NeighborhoodEdwards  -7.683e-02  3.990e-02  -1.926 0.054440 .  
## NeighborhoodGilbert  -2.476e-02  3.794e-02  -0.653 0.514122    
## NeighborhoodIDOTRR   -4.498e-02  5.307e-02  -0.848 0.396897    
## NeighborhoodMeadowV  -1.016e-01  5.861e-02  -1.733 0.083400 .  
## NeighborhoodMitchel  -6.102e-02  4.138e-02  -1.475 0.140650    
## NeighborhoodNAmes    -1.919e-02  3.832e-02  -0.501 0.616696    
## NeighborhoodNoRidge   7.707e-02  4.187e-02   1.841 0.065941 .  
## NeighborhoodNPkVill   5.281e-02  7.639e-02   0.691 0.489530    
## NeighborhoodNridgHt   7.714e-02  3.858e-02   1.999 0.045862 *  
## NeighborhoodNWAmes   -4.468e-02  4.020e-02  -1.112 0.266610    
## NeighborhoodOldTown  -3.921e-02  4.687e-02  -0.837 0.403010    
## NeighborhoodSawyer   -2.386e-02  4.005e-02  -0.596 0.551477    
## NeighborhoodSawyerW  -2.711e-03  3.994e-02  -0.068 0.945893    
## NeighborhoodSomerst   5.717e-02  4.641e-02   1.232 0.218289    
## NeighborhoodStoneBr   1.524e-01  4.364e-02   3.492 0.000501 ***
## NeighborhoodSWISU     5.818e-03  4.901e-02   0.119 0.905524    
## NeighborhoodTimber   -8.835e-03  4.059e-02  -0.218 0.827727    
## NeighborhoodVeenker   5.006e-02  5.296e-02   0.945 0.344812    
## FenceGdWo            -2.842e-02  2.625e-02  -1.083 0.279206    
## FenceMnPrv            8.329e-03  2.172e-02   0.383 0.701475    
## FenceMnWw            -4.061e-02  4.364e-02  -0.930 0.352369    
## FenceNone            -1.635e-02  1.955e-02  -0.836 0.403273    
## GarageQualFa         -1.824e-01  7.230e-02  -2.523 0.011803 *  
## GarageQualGd         -8.677e-02  8.291e-02  -1.047 0.295575    
## GarageQualNone       -8.606e-02  9.416e-02  -0.914 0.360974    
## GarageQualPo         -2.740e-01  1.126e-01  -2.432 0.015185 *  
## GarageQualTA         -1.632e-01  6.913e-02  -2.361 0.018428 *  
## OverallQual           3.907e-02  5.540e-03   7.052 3.42e-12 ***
## OverallCond           5.096e-02  4.064e-03  12.539  < 2e-16 ***
## BsmtQualFa           -5.954e-02  3.456e-02  -1.723 0.085221 .  
## BsmtQualGd           -7.135e-02  1.819e-02  -3.922 9.40e-05 ***
## BsmtQualNone          5.773e-01  1.962e-01   2.943 0.003333 ** 
## BsmtQualTA           -6.172e-02  2.229e-02  -2.770 0.005722 ** 
## KitchenQualFa        -9.937e-02  3.288e-02  -3.022 0.002580 ** 
## KitchenQualGd        -6.292e-02  1.830e-02  -3.438 0.000613 ***
## KitchenQualTA        -7.796e-02  2.049e-02  -3.804 0.000151 ***
## GarageFinishNone             NA         NA      NA       NA    
## GarageFinishRFn      -9.158e-03  1.086e-02  -0.844 0.399120    
## GarageFinishUnf      -1.955e-02  1.325e-02  -1.476 0.140210    
## GarageTypeAttchd      1.149e-01  5.732e-02   2.004 0.045393 *  
## GarageTypeBasment     8.788e-02  6.541e-02   1.343 0.179445    
## GarageTypeBuiltIn     1.106e-01  5.934e-02   1.863 0.062743 .  
## GarageTypeCarPort     3.888e-02  7.462e-02   0.521 0.602486    
## GarageTypeDetchd      1.116e-01  5.722e-02   1.951 0.051388 .  
## GarageTypeNone               NA         NA      NA       NA    
## FoundationCBlock      1.366e-02  1.754e-02   0.779 0.436068    
## FoundationPConc       3.855e-02  1.945e-02   1.982 0.047718 *  
## FoundationSlab       -1.222e-02  5.760e-02  -0.212 0.832085    
## FoundationStone       9.379e-02  6.541e-02   1.434 0.151926    
## FoundationWood       -9.457e-02  7.088e-02  -1.334 0.182459    
## FireplaceQuFa        -9.657e-03  3.748e-02  -0.258 0.796736    
## FireplaceQuGd        -1.584e-02  2.724e-02  -0.581 0.561105    
## FireplaceQuNone      -5.187e-02  2.846e-02  -1.822 0.068734 .  
## FireplaceQuPo        -3.613e-02  4.148e-02  -0.871 0.383979    
## FireplaceQuTA        -1.059e-02  2.857e-02  -0.371 0.710909    
## HeatingQCFa          -3.588e-02  2.107e-02  -1.702 0.089027 .  
## HeatingQCGd          -3.179e-02  1.138e-02  -2.794 0.005306 ** 
## HeatingQCPo          -2.326e-02  1.218e-01  -0.191 0.848655    
## HeatingQCTA          -4.363e-02  1.103e-02  -3.954 8.25e-05 ***
## BsmtFinType1BLQ      -6.998e-05  1.511e-02  -0.005 0.996306    
## BsmtFinType1GLQ       1.149e-02  1.382e-02   0.831 0.405938    
## BsmtFinType1LwQ      -2.341e-02  1.931e-02  -1.212 0.225696    
## BsmtFinType1None             NA         NA      NA       NA    
## BsmtFinType1Rec      -1.549e-02  1.585e-02  -0.977 0.328857    
## BsmtFinType1Unf      -5.667e-02  1.376e-02  -4.118 4.16e-05 ***
## MasVnrTypeBrkFace     5.384e-02  3.350e-02   1.607 0.108419    
## MasVnrTypeNone        4.695e-02  3.288e-02   1.428 0.153560    
## MasVnrTypeStone       5.111e-02  3.601e-02   1.419 0.156115    
## Exterior1stAsphShn   -1.110e-01  1.273e-01  -0.872 0.383346    
## Exterior1stBrkComm   -1.276e-01  1.389e-01  -0.918 0.358688    
## Exterior1stBrkFace    1.733e-01  7.310e-02   2.371 0.017948 *  
## Exterior1stCBlock    -8.905e-02  1.237e-01  -0.720 0.471595    
## Exterior1stCemntBd    3.854e-02  9.693e-02   0.398 0.690964    
## Exterior1stHdBoard    7.869e-02  7.228e-02   1.089 0.276541    
## Exterior1stImStucc   -2.228e-03  1.417e-01  -0.016 0.987458    
## Exterior1stMetalSd    1.668e-01  8.329e-02   2.003 0.045504 *  
## Exterior1stPlywood    8.579e-02  7.068e-02   1.214 0.225150    
## Exterior1stStone      1.010e-01  1.490e-01   0.678 0.497939    
## Exterior1stStucco     8.342e-02  7.505e-02   1.112 0.266637    
## Exterior1stVinylSd    2.985e-02  7.197e-02   0.415 0.678396    
## Exterior1stWd Sdng    6.460e-02  7.087e-02   0.912 0.362235    
## Exterior1stWdShing    7.915e-02  7.336e-02   1.079 0.280904    
## Exterior2ndAsphShn           NA         NA      NA       NA    
## Exterior2ndBrk Cmn   -1.145e-01  1.109e-01  -1.032 0.302368    
## Exterior2ndBrkFace   -1.702e-01  8.145e-02  -2.090 0.036914 *  
## Exterior2ndCBlock            NA         NA      NA       NA    
## Exterior2ndCmentBd   -1.568e-02  9.939e-02  -0.158 0.874666    
## Exterior2ndHdBoard   -9.754e-02  7.489e-02  -1.302 0.193132    
## Exterior2ndImStucc   -4.824e-02  8.306e-02  -0.581 0.561508    
## Exterior2ndMetalSd   -1.664e-01  8.641e-02  -1.926 0.054432 .  
## Exterior2ndPlywood   -9.891e-02  7.285e-02  -1.358 0.174876    
## Exterior2ndStone     -1.755e-01  9.499e-02  -1.847 0.064990 .  
## Exterior2ndStucco    -6.420e-02  7.764e-02  -0.827 0.408467    
## Exterior2ndVinylSd   -2.221e-02  7.440e-02  -0.298 0.765426    
## Exterior2ndWd Sdng   -8.040e-02  7.372e-02  -1.091 0.275766    
## Exterior2ndWd Shng   -8.794e-02  7.386e-02  -1.191 0.234109    
## MSZoningFV            2.840e-01  7.044e-02   4.033 5.96e-05 ***
## MSZoningRH            2.690e-01  6.865e-02   3.918 9.59e-05 ***
## MSZoningRL            2.743e-01  6.157e-02   4.455 9.41e-06 ***
## MSZoningRM            2.396e-01  5.841e-02   4.101 4.46e-05 ***
## TotalBsmtSF           1.117e-01  2.189e-02   5.102 4.07e-07 ***
## X1stFlrSF             4.224e-02  4.561e-02   0.926 0.354624    
## FullBath             -2.075e-03  1.051e-02  -0.197 0.843512    
## YearBuilt             2.400e-03  3.913e-04   6.133 1.27e-09 ***
## BsmtExposureGd        3.114e-02  1.617e-02   1.926 0.054436 .  
## BsmtExposureMn       -8.568e-03  1.631e-02  -0.525 0.599485    
## BsmtExposureNo       -2.759e-02  1.127e-02  -2.449 0.014506 *  
## BsmtExposureNone     -9.994e-02  1.119e-01  -0.893 0.371993    
## Condition1Feedr       2.774e-02  2.680e-02   1.035 0.300956    
## Condition1Norm        7.989e-02  2.230e-02   3.582 0.000358 ***
## Condition1PosA       -4.522e-02  6.186e-02  -0.731 0.464966    
## Condition1PosN        1.025e-01  3.765e-02   2.723 0.006585 ** 
## Condition1RRAe       -6.401e-02  4.457e-02  -1.436 0.151264    
## Condition1RRAn        6.790e-02  3.817e-02   1.779 0.075585 .  
## Condition1RRNe        1.141e-02  8.503e-02   0.134 0.893297    
## Condition1RRNn        6.845e-02  7.472e-02   0.916 0.359911    
## I(LotArea^2)          5.035e-03  6.944e-04   7.251 8.61e-13 ***
## StreetPave            1.202e-01  8.062e-02   1.491 0.136337    
## Condition2Feedr       2.658e-01  1.223e-01   2.172 0.030069 *  
## Condition2Norm        1.157e-01  9.350e-02   1.237 0.216267    
## Condition2PosA        4.484e-01  1.473e-01   3.044 0.002399 ** 
## Condition2PosN       -5.702e-01  1.315e-01  -4.335 1.62e-05 ***
## Condition2RRAn       -5.361e-02  1.496e-01  -0.358 0.720248    
## Condition2RRNn        2.114e-01  1.509e-01   1.401 0.161480    
## LotConfigCulDSac      2.658e-03  1.763e-02   0.151 0.880162    
## LotConfigFR2         -5.488e-02  2.042e-02  -2.688 0.007321 ** 
## LotConfigFR3         -1.423e-01  8.124e-02  -1.752 0.080072 .  
## LotConfigInside      -2.520e-02  9.761e-03  -2.582 0.009970 ** 
## LandSlopeMod          1.831e-02  1.855e-02   0.987 0.323677    
## LandSlopeSev         -1.250e-01  5.054e-02  -2.474 0.013526 *  
## RoofStyleGable       -1.532e+00  1.354e-01 -11.309  < 2e-16 ***
## RoofStyleGambrel     -1.574e+00  1.407e-01 -11.184  < 2e-16 ***
## RoofStyleHip         -1.520e+00  1.358e-01 -11.192  < 2e-16 ***
## RoofStyleMansard     -1.401e+00  2.195e-01  -6.383 2.72e-10 ***
## RoofMatlCompShg       1.537e+00  1.291e-01  11.906  < 2e-16 ***
## RoofMatlMetal         1.677e-01  1.266e-01   1.325 0.185635    
## RoofMatlRoll          1.444e+00  1.748e-01   8.257 5.02e-16 ***
## RoofMatlTar&Grv              NA         NA      NA       NA    
## RoofMatlWdShake       1.587e+00  1.734e-01   9.152  < 2e-16 ***
## RoofMatlWdShngl       1.689e+00  1.364e-01  12.381  < 2e-16 ***
## BsmtFinSF2           -3.422e-03  2.159e-03  -1.585 0.113295    
## BsmtUnfSF            -8.192e-03  2.864e-03  -2.860 0.004327 ** 
## X2ndFlrSF             4.019e-03  4.177e-03   0.962 0.336209    
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 0.1099 on 941 degrees of freedom
## Multiple R-squared:  0.9331, Adjusted R-squared:  0.9223 
## F-statistic: 86.31 on 152 and 941 DF,  p-value: < 2.2e-16
#Removing FullBath
fit_lm_3 <- lm(SalePrice~GrLivArea+GarageCars+GarageArea+YrSold+SaleCondition+Neighborhood+Fence+GarageQual+
                 OverallQual+OverallCond+BsmtQual+KitchenQual+GarageFinish+GarageType+Foundation+
                 FireplaceQu+HeatingQC+BsmtFinType1+MasVnrType+Exterior1st+Exterior2nd+MSZoning+
                 +TotalBsmtSF+X1stFlrSF+YearBuilt+BsmtExposure+Condition1+I(LotArea^2)+
                 Street+Condition2+LotConfig+LandSlope+RoofStyle+RoofMatl+BsmtFinSF2+BsmtUnfSF+X2ndFlrSF
               ,train_new)
# Print the summary of the model (fit_lm_1)
summary(fit_lm_3)
## 
## Call:
## lm(formula = SalePrice ~ GrLivArea + GarageCars + GarageArea + 
##     YrSold + SaleCondition + Neighborhood + Fence + GarageQual + 
##     OverallQual + OverallCond + BsmtQual + KitchenQual + GarageFinish + 
##     GarageType + Foundation + FireplaceQu + HeatingQC + BsmtFinType1 + 
##     MasVnrType + Exterior1st + Exterior2nd + MSZoning + +TotalBsmtSF + 
##     X1stFlrSF + YearBuilt + BsmtExposure + Condition1 + I(LotArea^2) + 
##     Street + Condition2 + LotConfig + LandSlope + RoofStyle + 
##     RoofMatl + BsmtFinSF2 + BsmtUnfSF + X2ndFlrSF, data = train_new)
## 
## Residuals:
##      Min       1Q   Median       3Q      Max 
## -0.69611 -0.05253  0.00612  0.05696  0.53309 
## 
## Coefficients: (6 not defined because of singularities)
##                        Estimate Std. Error t value Pr(>|t|)    
## (Intercept)           9.641e+00  5.579e+00   1.728 0.084319 .  
## GrLivArea             3.615e-01  4.890e-02   7.392 3.19e-13 ***
## GarageCars            2.699e-02  1.208e-02   2.234 0.025723 *  
## GarageArea            6.669e-05  4.085e-05   1.633 0.102900    
## YrSold               -3.677e-03  2.746e-03  -1.339 0.180854    
## SaleConditionAdjLand  1.008e-01  6.611e-02   1.524 0.127741    
## SaleConditionAlloca   2.268e-02  4.247e-02   0.534 0.593452    
## SaleConditionFamily  -1.450e-02  3.214e-02  -0.451 0.651920    
## SaleConditionNormal   3.966e-02  1.464e-02   2.709 0.006872 ** 
## SaleConditionPartial  6.973e-02  2.011e-02   3.468 0.000548 ***
## NeighborhoodBlueste  -2.606e-02  1.212e-01  -0.215 0.829848    
## NeighborhoodBrDale   -3.726e-02  5.474e-02  -0.681 0.496201    
## NeighborhoodBrkSide   2.731e-02  4.524e-02   0.604 0.546207    
## NeighborhoodClearCr  -1.992e-02  4.760e-02  -0.418 0.675698    
## NeighborhoodCollgCr  -1.912e-02  3.600e-02  -0.531 0.595534    
## NeighborhoodCrawfor   1.143e-01  4.261e-02   2.682 0.007453 ** 
## NeighborhoodEdwards  -7.662e-02  3.986e-02  -1.922 0.054911 .  
## NeighborhoodGilbert  -2.486e-02  3.791e-02  -0.656 0.512199    
## NeighborhoodIDOTRR   -4.466e-02  5.301e-02  -0.842 0.399812    
## NeighborhoodMeadowV  -1.010e-01  5.850e-02  -1.726 0.084686 .  
## NeighborhoodMitchel  -6.075e-02  4.134e-02  -1.469 0.142037    
## NeighborhoodNAmes    -1.864e-02  3.820e-02  -0.488 0.625660    
## NeighborhoodNoRidge   7.764e-02  4.175e-02   1.860 0.063241 .  
## NeighborhoodNPkVill   5.164e-02  7.612e-02   0.678 0.497699    
## NeighborhoodNridgHt   7.730e-02  3.856e-02   2.005 0.045272 *  
## NeighborhoodNWAmes   -4.474e-02  4.017e-02  -1.114 0.265694    
## NeighborhoodOldTown  -3.912e-02  4.684e-02  -0.835 0.403854    
## NeighborhoodSawyer   -2.360e-02  4.001e-02  -0.590 0.555314    
## NeighborhoodSawyerW  -2.568e-03  3.991e-02  -0.064 0.948715    
## NeighborhoodSomerst   5.740e-02  4.637e-02   1.238 0.216007    
## NeighborhoodStoneBr   1.527e-01  4.360e-02   3.502 0.000483 ***
## NeighborhoodSWISU     5.747e-03  4.898e-02   0.117 0.906623    
## NeighborhoodTimber   -8.813e-03  4.057e-02  -0.217 0.828069    
## NeighborhoodVeenker   5.104e-02  5.270e-02   0.969 0.332969    
## FenceGdWo            -2.866e-02  2.620e-02  -1.094 0.274433    
## FenceMnPrv            8.218e-03  2.170e-02   0.379 0.705029    
## FenceMnWw            -4.073e-02  4.362e-02  -0.934 0.350592    
## FenceNone            -1.653e-02  1.952e-02  -0.847 0.397397    
## GarageQualFa         -1.815e-01  7.212e-02  -2.517 0.012009 *  
## GarageQualGd         -8.671e-02  8.287e-02  -1.046 0.295645    
## GarageQualNone       -8.542e-02  9.406e-02  -0.908 0.364014    
## GarageQualPo         -2.741e-01  1.126e-01  -2.435 0.015091 *  
## GarageQualTA         -1.626e-01  6.903e-02  -2.356 0.018674 *  
## OverallQual           3.907e-02  5.537e-03   7.056 3.33e-12 ***
## OverallCond           5.094e-02  4.061e-03  12.544  < 2e-16 ***
## BsmtQualFa           -5.966e-02  3.454e-02  -1.727 0.084420 .  
## BsmtQualGd           -7.147e-02  1.817e-02  -3.933 9.01e-05 ***
## BsmtQualNone          5.750e-01  1.957e-01   2.938 0.003387 ** 
## BsmtQualTA           -6.169e-02  2.227e-02  -2.770 0.005723 ** 
## KitchenQualFa        -9.941e-02  3.287e-02  -3.025 0.002558 ** 
## KitchenQualGd        -6.307e-02  1.828e-02  -3.450 0.000585 ***
## KitchenQualTA        -7.796e-02  2.048e-02  -3.806 0.000150 ***
## GarageFinishNone             NA         NA      NA       NA    
## GarageFinishRFn      -9.205e-03  1.085e-02  -0.849 0.396356    
## GarageFinishUnf      -1.945e-02  1.323e-02  -1.470 0.141790    
## GarageTypeAttchd      1.152e-01  5.726e-02   2.012 0.044474 *  
## GarageTypeBasment     8.802e-02  6.538e-02   1.346 0.178518    
## GarageTypeBuiltIn     1.110e-01  5.928e-02   1.872 0.061530 .  
## GarageTypeCarPort     3.919e-02  7.457e-02   0.526 0.599268    
## GarageTypeDetchd      1.121e-01  5.715e-02   1.961 0.050144 .  
## GarageTypeNone               NA         NA      NA       NA    
## FoundationCBlock      1.390e-02  1.748e-02   0.795 0.426707    
## FoundationPConc       3.878e-02  1.940e-02   1.999 0.045884 *  
## FoundationSlab       -1.198e-02  5.756e-02  -0.208 0.835196    
## FoundationStone       9.372e-02  6.537e-02   1.434 0.151988    
## FoundationWood       -9.388e-02  7.076e-02  -1.327 0.184920    
## FireplaceQuFa        -9.929e-03  3.744e-02  -0.265 0.790908    
## FireplaceQuGd        -1.571e-02  2.722e-02  -0.577 0.563845    
## FireplaceQuNone      -5.203e-02  2.844e-02  -1.830 0.067609 .  
## FireplaceQuPo        -3.617e-02  4.146e-02  -0.873 0.383092    
## FireplaceQuTA        -1.066e-02  2.856e-02  -0.373 0.708964    
## HeatingQCFa          -3.584e-02  2.106e-02  -1.702 0.089146 .  
## HeatingQCGd          -3.182e-02  1.137e-02  -2.798 0.005247 ** 
## HeatingQCPo          -2.409e-02  1.217e-01  -0.198 0.843155    
## HeatingQCTA          -4.367e-02  1.103e-02  -3.960 8.05e-05 ***
## BsmtFinType1BLQ       4.725e-05  1.509e-02   0.003 0.997502    
## BsmtFinType1GLQ       1.159e-02  1.381e-02   0.839 0.401636    
## BsmtFinType1LwQ      -2.333e-02  1.930e-02  -1.209 0.227029    
## BsmtFinType1None             NA         NA      NA       NA    
## BsmtFinType1Rec      -1.543e-02  1.584e-02  -0.974 0.330170    
## BsmtFinType1Unf      -5.661e-02  1.375e-02  -4.117 4.18e-05 ***
## MasVnrTypeBrkFace     5.398e-02  3.348e-02   1.612 0.107193    
## MasVnrTypeNone        4.720e-02  3.284e-02   1.437 0.150942    
## MasVnrTypeStone       5.122e-02  3.599e-02   1.423 0.155042    
## Exterior1stAsphShn   -1.110e-01  1.272e-01  -0.873 0.382922    
## Exterior1stBrkComm   -1.275e-01  1.388e-01  -0.919 0.358513    
## Exterior1stBrkFace    1.730e-01  7.304e-02   2.369 0.018052 *  
## Exterior1stCBlock    -8.847e-02  1.236e-01  -0.716 0.474168    
## Exterior1stCemntBd    3.821e-02  9.686e-02   0.394 0.693311    
## Exterior1stHdBoard    7.877e-02  7.224e-02   1.090 0.275821    
## Exterior1stImStucc   -2.710e-03  1.416e-01  -0.019 0.984737    
## Exterior1stMetalSd    1.662e-01  8.319e-02   1.998 0.046030 *  
## Exterior1stPlywood    8.566e-02  7.064e-02   1.213 0.225608    
## Exterior1stStone      1.031e-01  1.486e-01   0.694 0.487929    
## Exterior1stStucco     8.326e-02  7.501e-02   1.110 0.267282    
## Exterior1stVinylSd    2.971e-02  7.193e-02   0.413 0.679710    
## Exterior1stWd Sdng    6.444e-02  7.083e-02   0.910 0.363154    
## Exterior1stWdShing    7.900e-02  7.332e-02   1.077 0.281538    
## Exterior2ndAsphShn           NA         NA      NA       NA    
## Exterior2ndBrk Cmn   -1.139e-01  1.108e-01  -1.028 0.304351    
## Exterior2ndBrkFace   -1.703e-01  8.140e-02  -2.092 0.036750 *  
## Exterior2ndCBlock            NA         NA      NA       NA    
## Exterior2ndCmentBd   -1.576e-02  9.934e-02  -0.159 0.873967    
## Exterior2ndHdBoard   -9.769e-02  7.485e-02  -1.305 0.192180    
## Exterior2ndImStucc   -4.855e-02  8.300e-02  -0.585 0.558712    
## Exterior2ndMetalSd   -1.661e-01  8.635e-02  -1.923 0.054762 .  
## Exterior2ndPlywood   -9.903e-02  7.281e-02  -1.360 0.174138    
## Exterior2ndStone     -1.768e-01  9.473e-02  -1.866 0.062384 .  
## Exterior2ndStucco    -6.433e-02  7.759e-02  -0.829 0.407250    
## Exterior2ndVinylSd   -2.221e-02  7.437e-02  -0.299 0.765319    
## Exterior2ndWd Sdng   -8.040e-02  7.368e-02  -1.091 0.275509    
## Exterior2ndWd Shng   -8.831e-02  7.380e-02  -1.197 0.231729    
## MSZoningFV            2.836e-01  7.036e-02   4.030 6.02e-05 ***
## MSZoningRH            2.684e-01  6.856e-02   3.915 9.70e-05 ***
## MSZoningRL            2.740e-01  6.152e-02   4.454 9.46e-06 ***
## MSZoningRM            2.393e-01  5.836e-02   4.100 4.49e-05 ***
## TotalBsmtSF           1.115e-01  2.186e-02   5.100 4.10e-07 ***
## X1stFlrSF             4.237e-02  4.559e-02   0.929 0.352914    
## YearBuilt             2.391e-03  3.882e-04   6.158 1.09e-09 ***
## BsmtExposureGd        3.112e-02  1.616e-02   1.925 0.054473 .  
## BsmtExposureMn       -8.761e-03  1.627e-02  -0.538 0.590431    
## BsmtExposureNo       -2.763e-02  1.126e-02  -2.455 0.014281 *  
## BsmtExposureNone     -9.986e-02  1.118e-01  -0.893 0.372096    
## Condition1Feedr       2.799e-02  2.676e-02   1.046 0.295869    
## Condition1Norm        8.001e-02  2.228e-02   3.591 0.000347 ***
## Condition1PosA       -4.524e-02  6.183e-02  -0.732 0.464512    
## Condition1PosN        1.028e-01  3.761e-02   2.734 0.006373 ** 
## Condition1RRAe       -6.362e-02  4.450e-02  -1.430 0.153160    
## Condition1RRAn        6.816e-02  3.813e-02   1.788 0.074149 .  
## Condition1RRNe        1.143e-02  8.498e-02   0.134 0.893078    
## Condition1RRNn        6.874e-02  7.467e-02   0.921 0.357522    
## I(LotArea^2)          5.035e-03  6.940e-04   7.255 8.36e-13 ***
## StreetPave            1.209e-01  8.050e-02   1.502 0.133411    
## Condition2Feedr       2.657e-01  1.223e-01   2.173 0.030060 *  
## Condition2Norm        1.159e-01  9.345e-02   1.241 0.215079    
## Condition2PosA        4.470e-01  1.471e-01   3.040 0.002435 ** 
## Condition2PosN       -5.702e-01  1.315e-01  -4.337 1.60e-05 ***
## Condition2RRAn       -5.391e-02  1.496e-01  -0.360 0.718577    
## Condition2RRNn        2.114e-01  1.508e-01   1.401 0.161425    
## LotConfigCulDSac      2.699e-03  1.762e-02   0.153 0.878282    
## LotConfigFR2         -5.529e-02  2.030e-02  -2.723 0.006589 ** 
## LotConfigFR3         -1.428e-01  8.116e-02  -1.759 0.078843 .  
## LotConfigInside      -2.525e-02  9.753e-03  -2.589 0.009770 ** 
## LandSlopeMod          1.822e-02  1.853e-02   0.983 0.325644    
## LandSlopeSev         -1.245e-01  5.042e-02  -2.468 0.013758 *  
## RoofStyleGable       -1.530e+00  1.350e-01 -11.330  < 2e-16 ***
## RoofStyleGambrel     -1.572e+00  1.402e-01 -11.207  < 2e-16 ***
## RoofStyleHip         -1.518e+00  1.354e-01 -11.215  < 2e-16 ***
## RoofStyleMansard     -1.399e+00  2.191e-01  -6.385 2.69e-10 ***
## RoofMatlCompShg       1.535e+00  1.287e-01  11.927  < 2e-16 ***
## RoofMatlMetal         1.672e-01  1.265e-01   1.321 0.186729    
## RoofMatlRoll          1.441e+00  1.741e-01   8.275 4.35e-16 ***
## RoofMatlTar&Grv              NA         NA      NA       NA    
## RoofMatlWdShake       1.585e+00  1.731e-01   9.159  < 2e-16 ***
## RoofMatlWdShngl       1.687e+00  1.362e-01  12.390  < 2e-16 ***
## BsmtFinSF2           -3.437e-03  2.157e-03  -1.594 0.111370    
## BsmtUnfSF            -8.247e-03  2.849e-03  -2.895 0.003880 ** 
## X2ndFlrSF             4.018e-03  4.175e-03   0.962 0.336098    
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 0.1098 on 942 degrees of freedom
## Multiple R-squared:  0.9331, Adjusted R-squared:  0.9223 
## F-statistic: 86.97 on 151 and 942 DF,  p-value: < 2.2e-16

FEATURE ENGINEERING

Feature engineering is an essential step in the data analysis process, where new variables are created by combining existing ones to capture additional information or create more meaningful features. In this project, we propose the following variable combinations:

fit_lm_4 <- lm(SalePrice~GrLivArea+I(GarageCars+GarageArea)+YrSold+SaleCondition+Neighborhood+Fence+GarageQual+
                 OverallQual+OverallCond+BsmtQual+KitchenQual+GarageFinish+GarageType+Foundation+
                 FireplaceQu+HeatingQC+BsmtFinType1+MasVnrType+Exterior1st+Exterior2nd+MSZoning+
                 +TotalBsmtSF+X1stFlrSF+YearBuilt+BsmtExposure+Condition1+I(LotArea^2)+
                 Street+Condition2+LotConfig+LandSlope+RoofStyle+RoofMatl+BsmtFinSF2+BsmtUnfSF+X2ndFlrSF
               ,train_new)
# Print the summary of the model (fit_lm_8)
summary(fit_lm_4)
## 
## Call:
## lm(formula = SalePrice ~ GrLivArea + I(GarageCars + GarageArea) + 
##     YrSold + SaleCondition + Neighborhood + Fence + GarageQual + 
##     OverallQual + OverallCond + BsmtQual + KitchenQual + GarageFinish + 
##     GarageType + Foundation + FireplaceQu + HeatingQC + BsmtFinType1 + 
##     MasVnrType + Exterior1st + Exterior2nd + MSZoning + +TotalBsmtSF + 
##     X1stFlrSF + YearBuilt + BsmtExposure + Condition1 + I(LotArea^2) + 
##     Street + Condition2 + LotConfig + LandSlope + RoofStyle + 
##     RoofMatl + BsmtFinSF2 + BsmtUnfSF + X2ndFlrSF, data = train_new)
## 
## Residuals:
##      Min       1Q   Median       3Q      Max 
## -0.69587 -0.05341  0.00498  0.05973  0.52311 
## 
## Coefficients: (6 not defined because of singularities)
##                              Estimate Std. Error t value Pr(>|t|)    
## (Intercept)                 9.853e+00  5.590e+00   1.763 0.078283 .  
## GrLivArea                   3.693e-01  4.887e-02   7.556 9.79e-14 ***
## I(GarageCars + GarageArea)  1.303e-04  2.919e-05   4.465 8.99e-06 ***
## YrSold                     -3.824e-03  2.751e-03  -1.390 0.164803    
## SaleConditionAdjLand        9.853e-02  6.624e-02   1.487 0.137218    
## SaleConditionAlloca         2.985e-02  4.244e-02   0.703 0.482059    
## SaleConditionFamily        -1.706e-02  3.219e-02  -0.530 0.596242    
## SaleConditionNormal         3.892e-02  1.467e-02   2.654 0.008087 ** 
## SaleConditionPartial        6.828e-02  2.014e-02   3.390 0.000727 ***
## NeighborhoodBlueste        -2.925e-02  1.215e-01  -0.241 0.809796    
## NeighborhoodBrDale         -4.839e-02  5.462e-02  -0.886 0.375919    
## NeighborhoodBrkSide         1.965e-02  4.521e-02   0.435 0.663848    
## NeighborhoodClearCr        -2.640e-02  4.761e-02  -0.554 0.579370    
## NeighborhoodCollgCr        -2.748e-02  3.588e-02  -0.766 0.443813    
## NeighborhoodCrawfor         1.072e-01  4.258e-02   2.519 0.011943 *  
## NeighborhoodEdwards        -8.462e-02  3.978e-02  -2.127 0.033670 *  
## NeighborhoodGilbert        -2.555e-02  3.799e-02  -0.673 0.501382    
## NeighborhoodIDOTRR         -6.057e-02  5.264e-02  -1.151 0.250134    
## NeighborhoodMeadowV        -1.140e-01  5.833e-02  -1.955 0.050842 .  
## NeighborhoodMitchel        -6.407e-02  4.140e-02  -1.548 0.122009    
## NeighborhoodNAmes          -2.557e-02  3.815e-02  -0.670 0.502874    
## NeighborhoodNoRidge         7.351e-02  4.179e-02   1.759 0.078912 .  
## NeighborhoodNPkVill         5.672e-02  7.625e-02   0.744 0.457150    
## NeighborhoodNridgHt         7.090e-02  3.853e-02   1.840 0.066047 .  
## NeighborhoodNWAmes         -4.824e-02  4.023e-02  -1.199 0.230725    
## NeighborhoodOldTown        -4.935e-02  4.671e-02  -1.056 0.291019    
## NeighborhoodSawyer         -2.908e-02  4.001e-02  -0.727 0.467503    
## NeighborhoodSawyerW        -7.855e-03  3.992e-02  -0.197 0.844048    
## NeighborhoodSomerst         5.082e-02  4.637e-02   1.096 0.273331    
## NeighborhoodStoneBr         1.464e-01  4.360e-02   3.358 0.000817 ***
## NeighborhoodSWISU          -4.439e-03  4.887e-02  -0.091 0.927649    
## NeighborhoodTimber         -1.296e-02  4.061e-02  -0.319 0.749665    
## NeighborhoodVeenker         4.535e-02  5.274e-02   0.860 0.390159    
## FenceGdWo                  -2.881e-02  2.626e-02  -1.097 0.272867    
## FenceMnPrv                  6.850e-03  2.174e-02   0.315 0.752754    
## FenceMnWw                  -4.224e-02  4.370e-02  -0.967 0.334027    
## FenceNone                  -1.722e-02  1.956e-02  -0.881 0.378751    
## GarageQualFa               -1.673e-01  7.199e-02  -2.325 0.020308 *  
## GarageQualGd               -7.582e-02  8.289e-02  -0.915 0.360625    
## GarageQualNone             -9.083e-02  9.422e-02  -0.964 0.335273    
## GarageQualPo               -2.680e-01  1.128e-01  -2.376 0.017684 *  
## GarageQualTA               -1.491e-01  6.891e-02  -2.164 0.030700 *  
## OverallQual                 3.990e-02  5.536e-03   7.206 1.18e-12 ***
## OverallCond                 5.051e-02  4.065e-03  12.427  < 2e-16 ***
## BsmtQualFa                 -6.030e-02  3.461e-02  -1.743 0.081745 .  
## BsmtQualGd                 -7.047e-02  1.820e-02  -3.871 0.000116 ***
## BsmtQualNone                5.621e-01  1.961e-01   2.867 0.004234 ** 
## BsmtQualTA                 -6.345e-02  2.231e-02  -2.845 0.004544 ** 
## KitchenQualFa              -1.006e-01  3.293e-02  -3.056 0.002310 ** 
## KitchenQualGd              -6.329e-02  1.832e-02  -3.455 0.000575 ***
## KitchenQualTA              -7.898e-02  2.052e-02  -3.849 0.000126 ***
## GarageFinishNone                   NA         NA      NA       NA    
## GarageFinishRFn            -1.082e-02  1.085e-02  -0.998 0.318546    
## GarageFinishUnf            -1.971e-02  1.326e-02  -1.487 0.137411    
## GarageTypeAttchd            1.094e-01  5.732e-02   1.909 0.056548 .  
## GarageTypeBasment           7.840e-02  6.537e-02   1.199 0.230717    
## GarageTypeBuiltIn           1.037e-01  5.932e-02   1.749 0.080605 .  
## GarageTypeCarPort           3.434e-02  7.469e-02   0.460 0.645795    
## GarageTypeDetchd            1.074e-01  5.723e-02   1.878 0.060745 .  
## GarageTypeNone                     NA         NA      NA       NA    
## FoundationCBlock            1.242e-02  1.751e-02   0.709 0.478318    
## FoundationPConc             3.712e-02  1.943e-02   1.911 0.056326 .  
## FoundationSlab             -1.497e-02  5.766e-02  -0.260 0.795184    
## FoundationStone             8.647e-02  6.543e-02   1.322 0.186600    
## FoundationWood             -1.001e-01  7.085e-02  -1.412 0.158231    
## FireplaceQuFa              -7.486e-03  3.750e-02  -0.200 0.841818    
## FireplaceQuGd              -1.374e-02  2.726e-02  -0.504 0.614365    
## FireplaceQuNone            -4.965e-02  2.848e-02  -1.744 0.081546 .  
## FireplaceQuPo              -3.415e-02  4.153e-02  -0.822 0.411143    
## FireplaceQuTA              -9.252e-03  2.861e-02  -0.323 0.746461    
## HeatingQCFa                -3.431e-02  2.110e-02  -1.626 0.104209    
## HeatingQCGd                -3.097e-02  1.139e-02  -2.719 0.006669 ** 
## HeatingQCPo                 2.231e-03  1.214e-01   0.018 0.985338    
## HeatingQCTA                -4.434e-02  1.105e-02  -4.015 6.43e-05 ***
## BsmtFinType1BLQ            -1.543e-03  1.511e-02  -0.102 0.918680    
## BsmtFinType1GLQ             1.095e-02  1.384e-02   0.791 0.428964    
## BsmtFinType1LwQ            -2.248e-02  1.933e-02  -1.163 0.245128    
## BsmtFinType1None                   NA         NA      NA       NA    
## BsmtFinType1Rec            -1.619e-02  1.587e-02  -1.020 0.308090    
## BsmtFinType1Unf            -5.709e-02  1.378e-02  -4.143 3.73e-05 ***
## MasVnrTypeBrkFace           5.513e-02  3.354e-02   1.644 0.100607    
## MasVnrTypeNone              4.636e-02  3.290e-02   1.409 0.159131    
## MasVnrTypeStone             5.349e-02  3.605e-02   1.484 0.138161    
## Exterior1stAsphShn         -1.188e-01  1.274e-01  -0.932 0.351325    
## Exterior1stBrkComm         -1.272e-01  1.391e-01  -0.914 0.360837    
## Exterior1stBrkFace          1.715e-01  7.319e-02   2.343 0.019333 *  
## Exterior1stCBlock          -9.377e-02  1.238e-01  -0.758 0.448931    
## Exterior1stCemntBd          3.177e-02  9.702e-02   0.327 0.743424    
## Exterior1stHdBoard          7.776e-02  7.239e-02   1.074 0.283012    
## Exterior1stImStucc          8.807e-03  1.418e-01   0.062 0.950501    
## Exterior1stMetalSd          1.652e-01  8.337e-02   1.982 0.047794 *  
## Exterior1stPlywood          8.482e-02  7.079e-02   1.198 0.231115    
## Exterior1stStone            9.955e-02  1.489e-01   0.669 0.503917    
## Exterior1stStucco           7.776e-02  7.512e-02   1.035 0.300872    
## Exterior1stVinylSd          2.735e-02  7.208e-02   0.380 0.704384    
## Exterior1stWd Sdng          6.421e-02  7.098e-02   0.905 0.365852    
## Exterior1stWdShing          7.746e-02  7.347e-02   1.054 0.292008    
## Exterior2ndAsphShn                 NA         NA      NA       NA    
## Exterior2ndBrk Cmn         -1.181e-01  1.111e-01  -1.064 0.287670    
## Exterior2ndBrkFace         -1.685e-01  8.157e-02  -2.065 0.039180 *  
## Exterior2ndCBlock                  NA         NA      NA       NA    
## Exterior2ndCmentBd         -1.038e-02  9.952e-02  -0.104 0.916915    
## Exterior2ndHdBoard         -1.010e-01  7.499e-02  -1.347 0.178206    
## Exterior2ndImStucc         -5.410e-02  8.314e-02  -0.651 0.515403    
## Exterior2ndMetalSd         -1.683e-01  8.652e-02  -1.945 0.052102 .  
## Exterior2ndPlywood         -1.010e-01  7.296e-02  -1.385 0.166526    
## Exterior2ndStone           -1.679e-01  9.485e-02  -1.770 0.077101 .  
## Exterior2ndStucco          -6.159e-02  7.775e-02  -0.792 0.428462    
## Exterior2ndVinylSd         -2.256e-02  7.452e-02  -0.303 0.762133    
## Exterior2ndWd Sdng         -8.161e-02  7.384e-02  -1.105 0.269320    
## Exterior2ndWd Shng         -8.492e-02  7.393e-02  -1.149 0.251012    
## MSZoningFV                  2.779e-01  7.046e-02   3.945 8.58e-05 ***
## MSZoningRH                  2.642e-01  6.868e-02   3.848 0.000127 ***
## MSZoningRL                  2.717e-01  6.164e-02   4.408 1.16e-05 ***
## MSZoningRM                  2.408e-01  5.848e-02   4.118 4.15e-05 ***
## TotalBsmtSF                 1.094e-01  2.189e-02   4.999 6.87e-07 ***
## X1stFlrSF                   3.959e-02  4.567e-02   0.867 0.386195    
## YearBuilt                   2.439e-03  3.884e-04   6.279 5.19e-10 ***
## BsmtExposureGd              3.222e-02  1.619e-02   1.991 0.046823 *  
## BsmtExposureMn             -8.950e-03  1.631e-02  -0.549 0.583236    
## BsmtExposureNo             -2.862e-02  1.127e-02  -2.539 0.011270 *  
## BsmtExposureNone           -9.762e-02  1.121e-01  -0.871 0.383918    
## Condition1Feedr             2.864e-02  2.681e-02   1.068 0.285731    
## Condition1Norm              8.012e-02  2.233e-02   3.588 0.000350 ***
## Condition1PosA             -4.810e-02  6.195e-02  -0.777 0.437634    
## Condition1PosN              1.025e-01  3.769e-02   2.720 0.006654 ** 
## Condition1RRAe             -6.485e-02  4.459e-02  -1.454 0.146205    
## Condition1RRAn              6.786e-02  3.821e-02   1.776 0.076048 .  
## Condition1RRNe              1.538e-02  8.514e-02   0.181 0.856663    
## Condition1RRNn              7.098e-02  7.482e-02   0.949 0.343030    
## I(LotArea^2)                5.046e-03  6.955e-04   7.256 8.31e-13 ***
## StreetPave                  1.173e-01  8.065e-02   1.454 0.146303    
## Condition2Feedr             2.584e-01  1.225e-01   2.109 0.035183 *  
## Condition2Norm              1.030e-01  9.346e-02   1.102 0.270564    
## Condition2PosA              4.134e-01  1.466e-01   2.820 0.004901 ** 
## Condition2PosN             -5.979e-01  1.311e-01  -4.559 5.81e-06 ***
## Condition2RRAn             -7.076e-02  1.497e-01  -0.473 0.636494    
## Condition2RRNn              1.991e-01  1.510e-01   1.318 0.187660    
## LotConfigCulDSac            1.859e-03  1.765e-02   0.105 0.916150    
## LotConfigFR2               -5.396e-02  2.034e-02  -2.653 0.008108 ** 
## LotConfigFR3               -1.429e-01  8.133e-02  -1.757 0.079197 .  
## LotConfigInside            -2.597e-02  9.768e-03  -2.659 0.007968 ** 
## LandSlopeMod                1.972e-02  1.856e-02   1.063 0.288162    
## LandSlopeSev               -1.256e-01  5.053e-02  -2.485 0.013126 *  
## RoofStyleGable             -1.594e+00  1.321e-01 -12.070  < 2e-16 ***
## RoofStyleGambrel           -1.637e+00  1.374e-01 -11.920  < 2e-16 ***
## RoofStyleHip               -1.582e+00  1.325e-01 -11.938  < 2e-16 ***
## RoofStyleMansard           -1.459e+00  2.179e-01  -6.696 3.68e-11 ***
## RoofMatlCompShg             1.601e+00  1.255e-01  12.758  < 2e-16 ***
## RoofMatlMetal               1.758e-01  1.267e-01   1.387 0.165626    
## RoofMatlRoll                1.511e+00  1.715e-01   8.812  < 2e-16 ***
## RoofMatlTar&Grv                    NA         NA      NA       NA    
## RoofMatlWdShake             1.649e+00  1.710e-01   9.640  < 2e-16 ***
## RoofMatlWdShngl             1.753e+00  1.332e-01  13.163  < 2e-16 ***
## BsmtFinSF2                 -3.574e-03  2.160e-03  -1.655 0.098341 .  
## BsmtUnfSF                  -7.820e-03  2.848e-03  -2.746 0.006154 ** 
## X2ndFlrSF                   3.640e-03  4.180e-03   0.871 0.384003    
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 0.11 on 943 degrees of freedom
## Multiple R-squared:  0.9327, Adjusted R-squared:  0.922 
## F-statistic: 87.15 on 150 and 943 DF,  p-value: < 2.2e-16

After performing backward model selection, we have determined that the 7th model is the best model among the selected models. This model likely includes a subset of variables that have the most significant impact on predicting the target variable.

Now, our next step is to compare the performance of the 7th model with a model that includes almost all variables. By excluding some variables from the nearly complete model, we can assess the effect of variable reduction on the model’s predictive accuracy.

To evaluate the models, we will calculate the mean squared error (MSE) for both the 7th model and the model with almost all variables. The MSE measures the average squared difference between the predicted and actual values of the target variable. Comparing the MSE values will give us an indication of which model performs better in terms of prediction accuracy.

By conducting this comparison, we can determine whether the inclusion of additional variables in the nearly complete model significantly improves the model’s performance compared to the 7th model, or if the 7th model’s simplicity and reduced set of variables still provide satisfactory predictive results.

# Since we now want to look mse error on validation set and see if there is overfit 
#or not compared to the model that we used all the varaibles, we now extracting some 
#of the problematic variables as above.

fit_lm_3_prime <- lm(SalePrice~GrLivArea+GarageCars+GarageArea+YrSold+SaleCondition+Neighborhood+Fence+GarageQual+
                       OverallQual+OverallCond+BsmtQual+KitchenQual+GarageFinish+GarageType+Foundation+
                       FireplaceQu+HeatingQC+BsmtFinType1+MasVnrType+Exterior1st+MSZoning+
                       +TotalBsmtSF+X1stFlrSF+YearBuilt+BsmtExposure+Condition1+I(LotArea^2)+
                       Street+LotConfig+LandSlope+BsmtFinSF2+BsmtUnfSF+X2ndFlrSF
                     ,train_new2)
# Print the summary of the model (fit_lm_3)
summary(fit_lm_3_prime)
## 
## Call:
## lm(formula = SalePrice ~ GrLivArea + GarageCars + GarageArea + 
##     YrSold + SaleCondition + Neighborhood + Fence + GarageQual + 
##     OverallQual + OverallCond + BsmtQual + KitchenQual + GarageFinish + 
##     GarageType + Foundation + FireplaceQu + HeatingQC + BsmtFinType1 + 
##     MasVnrType + Exterior1st + MSZoning + +TotalBsmtSF + X1stFlrSF + 
##     YearBuilt + BsmtExposure + Condition1 + I(LotArea^2) + Street + 
##     LotConfig + LandSlope + BsmtFinSF2 + BsmtUnfSF + X2ndFlrSF, 
##     data = train_new2)
## 
## Residuals:
##      Min       1Q   Median       3Q      Max 
## -1.12183 -0.05357  0.00387  0.05931  0.38457 
## 
## Coefficients: (3 not defined because of singularities)
##                        Estimate Std. Error t value Pr(>|t|)    
## (Intercept)           1.331e+01  6.091e+00   2.185 0.029101 *  
## GrLivArea             4.211e-01  5.275e-02   7.983 4.03e-15 ***
## GarageCars            6.162e-02  1.282e-02   4.807 1.77e-06 ***
## GarageArea           -3.507e-05  4.290e-05  -0.818 0.413832    
## YrSold               -4.469e-03  2.999e-03  -1.490 0.136559    
## SaleConditionAdjLand  1.023e-01  6.810e-02   1.502 0.133487    
## SaleConditionAlloca   1.992e-02  4.611e-02   0.432 0.665794    
## SaleConditionFamily  -1.642e-03  3.533e-02  -0.046 0.962944    
## SaleConditionNormal   4.743e-02  1.588e-02   2.987 0.002890 ** 
## SaleConditionPartial  6.078e-02  2.193e-02   2.771 0.005695 ** 
## NeighborhoodBlueste  -9.125e-02  1.339e-01  -0.681 0.495834    
## NeighborhoodBrDale   -6.463e-02  6.002e-02  -1.077 0.281845    
## NeighborhoodBrkSide  -6.480e-03  4.933e-02  -0.131 0.895516    
## NeighborhoodClearCr   1.432e-02  5.176e-02   0.277 0.782070    
## NeighborhoodCollgCr   7.921e-03  3.957e-02   0.200 0.841393    
## NeighborhoodCrawfor   1.010e-01  4.673e-02   2.161 0.030933 *  
## NeighborhoodEdwards  -9.924e-02  4.378e-02  -2.267 0.023637 *  
## NeighborhoodGilbert  -8.725e-03  4.170e-02  -0.209 0.834311    
## NeighborhoodIDOTRR   -7.437e-02  5.811e-02  -1.280 0.200912    
## NeighborhoodMeadowV  -1.050e-01  6.407e-02  -1.639 0.101628    
## NeighborhoodMitchel  -4.868e-02  4.524e-02  -1.076 0.282191    
## NeighborhoodNAmes    -1.988e-02  4.198e-02  -0.473 0.636006    
## NeighborhoodNoRidge   1.329e-01  4.568e-02   2.909 0.003707 ** 
## NeighborhoodNPkVill   5.227e-03  6.183e-02   0.085 0.932644    
## NeighborhoodNridgHt   1.175e-01  4.197e-02   2.798 0.005241 ** 
## NeighborhoodNWAmes   -3.223e-02  4.389e-02  -0.734 0.462918    
## NeighborhoodOldTown  -5.822e-02  5.132e-02  -1.134 0.256929    
## NeighborhoodSawyer   -2.834e-02  4.403e-02  -0.644 0.519898    
## NeighborhoodSawyerW   1.390e-02  4.388e-02   0.317 0.751410    
## NeighborhoodSomerst   1.100e-01  5.071e-02   2.170 0.030260 *  
## NeighborhoodStoneBr   1.945e-01  4.784e-02   4.066 5.17e-05 ***
## NeighborhoodSWISU    -2.219e-02  5.361e-02  -0.414 0.679007    
## NeighborhoodTimber    2.649e-02  4.404e-02   0.601 0.547683    
## NeighborhoodVeenker   7.244e-02  5.714e-02   1.268 0.205150    
## FenceGdWo            -3.879e-02  2.865e-02  -1.354 0.176137    
## FenceMnPrv            1.146e-03  2.371e-02   0.048 0.961439    
## FenceMnWw            -5.563e-02  4.780e-02  -1.164 0.244811    
## FenceNone            -3.008e-02  2.123e-02  -1.417 0.156756    
## GarageQualFa         -2.552e-01  7.771e-02  -3.284 0.001059 ** 
## GarageQualGd         -1.015e-01  8.614e-02  -1.178 0.239117    
## GarageQualNone       -1.307e-01  1.009e-01  -1.295 0.195664    
## GarageQualPo         -3.202e-01  1.227e-01  -2.611 0.009171 ** 
## GarageQualTA         -2.200e-01  7.432e-02  -2.961 0.003144 ** 
## OverallQual           4.112e-02  5.862e-03   7.014 4.33e-12 ***
## OverallCond           5.069e-02  4.400e-03  11.522  < 2e-16 ***
## BsmtQualFa           -6.958e-02  3.766e-02  -1.848 0.064925 .  
## BsmtQualGd           -7.518e-02  1.983e-02  -3.792 0.000159 ***
## BsmtQualNone          4.094e-01  2.134e-01   1.919 0.055329 .  
## BsmtQualTA           -5.999e-02  2.445e-02  -2.453 0.014327 *  
## KitchenQualFa        -8.143e-02  3.601e-02  -2.261 0.023955 *  
## KitchenQualGd        -4.695e-02  1.993e-02  -2.355 0.018712 *  
## KitchenQualTA        -6.499e-02  2.232e-02  -2.912 0.003676 ** 
## GarageFinishNone             NA         NA      NA       NA    
## GarageFinishRFn      -7.344e-03  1.188e-02  -0.618 0.536664    
## GarageFinishUnf      -2.037e-02  1.444e-02  -1.411 0.158687    
## GarageTypeAttchd      1.217e-01  6.101e-02   1.995 0.046298 *  
## GarageTypeBasment     1.170e-01  6.988e-02   1.673 0.094555 .  
## GarageTypeBuiltIn     1.138e-01  6.350e-02   1.793 0.073358 .  
## GarageTypeCarPort     4.022e-02  7.922e-02   0.508 0.611772    
## GarageTypeDetchd      1.169e-01  6.062e-02   1.928 0.054105 .  
## GarageTypeNone               NA         NA      NA       NA    
## FoundationCBlock      1.298e-02  1.905e-02   0.681 0.495833    
## FoundationPConc       3.990e-02  2.119e-02   1.883 0.059941 .  
## FoundationSlab        2.427e-03  6.143e-02   0.040 0.968494    
## FoundationStone       6.977e-02  7.176e-02   0.972 0.331126    
## FoundationWood       -8.493e-02  7.816e-02  -1.087 0.277485    
## FireplaceQuFa        -4.584e-02  4.109e-02  -1.116 0.264846    
## FireplaceQuGd        -5.623e-02  2.975e-02  -1.890 0.059075 .  
## FireplaceQuNone      -9.720e-02  3.106e-02  -3.129 0.001806 ** 
## FireplaceQuPo        -8.799e-02  4.514e-02  -1.949 0.051555 .  
## FireplaceQuTA        -5.471e-02  3.123e-02  -1.752 0.080135 .  
## HeatingQCFa          -4.513e-02  2.279e-02  -1.980 0.047976 *  
## HeatingQCGd          -3.144e-02  1.240e-02  -2.536 0.011360 *  
## HeatingQCPo          -7.578e-02  1.345e-01  -0.564 0.573199    
## HeatingQCTA          -3.662e-02  1.207e-02  -3.035 0.002473 ** 
## BsmtFinType1BLQ      -1.801e-03  1.649e-02  -0.109 0.913044    
## BsmtFinType1GLQ       1.952e-03  1.503e-02   0.130 0.896683    
## BsmtFinType1LwQ      -2.532e-02  2.084e-02  -1.215 0.224794    
## BsmtFinType1None             NA         NA      NA       NA    
## BsmtFinType1Rec      -1.479e-02  1.722e-02  -0.859 0.390519    
## BsmtFinType1Unf      -5.861e-02  1.492e-02  -3.929 9.14e-05 ***
## MasVnrTypeBrkFace     4.599e-02  3.677e-02   1.251 0.211285    
## MasVnrTypeNone        3.841e-02  3.608e-02   1.064 0.287386    
## MasVnrTypeStone       3.102e-02  3.939e-02   0.788 0.431154    
## Exterior1stAsphShn   -3.794e-02  1.377e-01  -0.276 0.782987    
## Exterior1stBrkComm   -1.945e-01  9.687e-02  -2.008 0.044906 *  
## Exterior1stBrkFace    7.058e-02  4.225e-02   1.671 0.095118 .  
## Exterior1stCBlock    -6.889e-02  1.350e-01  -0.510 0.610066    
## Exterior1stCemntBd    2.612e-02  4.288e-02   0.609 0.542626    
## Exterior1stHdBoard   -2.466e-03  3.782e-02  -0.065 0.948030    
## Exterior1stImStucc   -8.239e-02  1.352e-01  -0.609 0.542445    
## Exterior1stMetalSd    1.927e-02  3.633e-02   0.531 0.595860    
## Exterior1stPlywood    2.125e-02  3.938e-02   0.540 0.589531    
## Exterior1stStone     -4.518e-02  1.341e-01  -0.337 0.736271    
## Exterior1stStucco    -3.602e-02  4.495e-02  -0.801 0.423185    
## Exterior1stVinylSd    3.130e-02  3.668e-02   0.853 0.393725    
## Exterior1stWd Sdng   -5.059e-03  3.625e-02  -0.140 0.889039    
## Exterior1stWdShing    2.613e-02  4.584e-02   0.570 0.568779    
## MSZoningFV            2.523e-01  7.541e-02   3.346 0.000851 ***
## MSZoningRH            2.419e-01  7.330e-02   3.300 0.001002 ** 
## MSZoningRL            2.590e-01  6.469e-02   4.003 6.73e-05 ***
## MSZoningRM            2.265e-01  6.134e-02   3.692 0.000235 ***
## TotalBsmtSF           8.929e-02  2.381e-02   3.750 0.000188 ***
## X1stFlrSF            -2.239e-02  4.941e-02  -0.453 0.650545    
## YearBuilt             1.565e-03  4.144e-04   3.776 0.000169 ***
## BsmtExposureGd        2.967e-02  1.753e-02   1.693 0.090792 .  
## BsmtExposureMn       -2.396e-03  1.791e-02  -0.134 0.893604    
## BsmtExposureNo       -2.643e-02  1.241e-02  -2.129 0.033469 *  
## BsmtExposureNone     -1.051e-01  1.238e-01  -0.849 0.396022    
## Condition1Feedr       7.504e-03  2.812e-02   0.267 0.789602    
## Condition1Norm        7.748e-02  2.370e-02   3.269 0.001119 ** 
## Condition1PosA       -2.714e-03  6.168e-02  -0.044 0.964909    
## Condition1PosN        3.762e-02  3.858e-02   0.975 0.329758    
## Condition1RRAe       -4.970e-02  4.880e-02  -1.019 0.308683    
## Condition1RRAn        7.796e-02  4.021e-02   1.939 0.052821 .  
## Condition1RRNe        2.111e-02  9.368e-02   0.225 0.821779    
## Condition1RRNn        5.490e-02  7.964e-02   0.689 0.490730    
## I(LotArea^2)          4.149e-03  7.296e-04   5.687 1.71e-08 ***
## StreetPave            1.161e-01  8.739e-02   1.329 0.184163    
## LotConfigCulDSac      9.615e-03  1.910e-02   0.503 0.614803    
## LotConfigFR2         -4.824e-02  2.221e-02  -2.172 0.030106 *  
## LotConfigFR3         -1.345e-01  8.978e-02  -1.498 0.134503    
## LotConfigInside      -1.649e-02  1.057e-02  -1.561 0.118915    
## LandSlopeMod          2.312e-02  1.995e-02   1.159 0.246802    
## LandSlopeSev         -1.013e-01  5.173e-02  -1.958 0.050499 .  
## BsmtFinSF2           -3.293e-03  2.351e-03  -1.401 0.161655    
## BsmtUnfSF            -7.559e-03  3.106e-03  -2.434 0.015108 *  
## X2ndFlrSF            -3.956e-03  4.496e-03  -0.880 0.379212    
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 0.1216 on 969 degrees of freedom
## Multiple R-squared:  0.9156, Adjusted R-squared:  0.9048 
## F-statistic: 84.76 on 124 and 969 DF,  p-value: < 2.2e-16
# Perform prediction on the validate dataset using the linear model
prediction <- predict(fit_lm_3_prime, newdata = validate2)

# Calculate MSE for the linear model
mse <- sqrt(mean((prediction - validate2$SalePrice)^2, na.rm = TRUE))
cat("MSE for the linear model:", mse, "\n")
## MSE for the linear model: 0.1189876
# visualize model results
par(mfrow=c(2,2))
plot(fit_lm_3)
mtext("Model 1: ALL VARIABLES", side = 3, line = -28, outer = TRUE)

par(mfrow=c(1,1))

# Great!! we see improvement in the model selection part !!!

#4.3 TRAIN BEST MODEL WITH NO OUTLIERS

In order to identify outliers in our data, we will examine the residuals of our model. Residuals represent the differences between the observed values and the predicted values from the model. By analyzing the distribution and patterns of the residuals, we can identify observations that deviate significantly from the expected behavior.

One approach to identifying outliers is to set a threshold for the residuals. Observations with residuals exceeding this threshold are considered potential outliers. The choice of threshold will depend on the specific characteristics of our data and the context of our analysis. Plotting the residuals can provide visual insights into their distribution and help us determine an appropriate threshold.

By identifying outliers, we can assess their impact on our model and decide how to handle them. Outliers may be influential data points that can significantly affect our model’s performance and estimated coefficients. Therefore, it is important to carefully evaluate and address these observations to ensure the integrity and accuracy of our analysis.

outlier_threshold <- 0.70  # Adjust the threshold as needed
outliers <- which(abs(fit_lm_3_prime$residuals) > outlier_threshold)

# Display the count of outliers in fit_1
cat("Number of outliers in fit_lm_3_prime:", length(outliers), "\n")
## Number of outliers in fit_lm_3_prime: 3
# Remove outliers from the dataset
train_no_outliers <- train_new2[-outliers, ]

#Removing Exterior2nd, FullBath
fit_1_NoOutlier <- lm(SalePrice~GrLivArea+GarageCars+GarageArea+YrSold+SaleCondition+Neighborhood+Fence+GarageQual+
                       OverallQual+OverallCond+BsmtQual+KitchenQual+GarageFinish+GarageType+Foundation+
                       FireplaceQu+HeatingQC+BsmtFinType1+MasVnrType+Exterior1st+MSZoning+
                       +TotalBsmtSF+X1stFlrSF+YearBuilt+BsmtExposure+Condition1+I(LotArea^2)+
                       Street+LotConfig+LandSlope+BsmtFinSF2+BsmtUnfSF+X2ndFlrSF
                      ,train_no_outliers)

# Print the summary of the model without outliers (fit_2)
# Here we can see a clear improvoment of our model !
summary(fit_1_NoOutlier)
## 
## Call:
## lm(formula = SalePrice ~ GrLivArea + GarageCars + GarageArea + 
##     YrSold + SaleCondition + Neighborhood + Fence + GarageQual + 
##     OverallQual + OverallCond + BsmtQual + KitchenQual + GarageFinish + 
##     GarageType + Foundation + FireplaceQu + HeatingQC + BsmtFinType1 + 
##     MasVnrType + Exterior1st + MSZoning + +TotalBsmtSF + X1stFlrSF + 
##     YearBuilt + BsmtExposure + Condition1 + I(LotArea^2) + Street + 
##     LotConfig + LandSlope + BsmtFinSF2 + BsmtUnfSF + X2ndFlrSF, 
##     data = train_no_outliers)
## 
## Residuals:
##      Min       1Q   Median       3Q      Max 
## -0.61788 -0.05154  0.00575  0.05589  0.36981 
## 
## Coefficients: (3 not defined because of singularities)
##                        Estimate Std. Error t value Pr(>|t|)    
## (Intercept)           9.543e+00  5.291e+00   1.804 0.071583 .  
## GrLivArea             3.354e-01  4.601e-02   7.289 6.47e-13 ***
## GarageCars            3.058e-02  1.140e-02   2.683 0.007431 ** 
## GarageArea            6.368e-05  3.810e-05   1.672 0.094944 .  
## YrSold               -3.563e-03  2.604e-03  -1.368 0.171573    
## SaleConditionAdjLand  6.356e-02  5.909e-02   1.076 0.282341    
## SaleConditionAlloca   1.038e-02  3.999e-02   0.260 0.795227    
## SaleConditionFamily   3.286e-02  3.144e-02   1.045 0.296276    
## SaleConditionNormal   4.124e-02  1.377e-02   2.994 0.002821 ** 
## SaleConditionPartial  7.245e-02  1.903e-02   3.807 0.000149 ***
## NeighborhoodBlueste  -3.312e-02  1.162e-01  -0.285 0.775668    
## NeighborhoodBrDale   -3.482e-02  5.209e-02  -0.668 0.504042    
## NeighborhoodBrkSide   1.420e-02  4.279e-02   0.332 0.740153    
## NeighborhoodClearCr  -1.982e-02  4.494e-02  -0.441 0.659330    
## NeighborhoodCollgCr  -2.405e-02  3.439e-02  -0.699 0.484486    
## NeighborhoodCrawfor   1.039e-01  4.052e-02   2.564 0.010488 *  
## NeighborhoodEdwards  -6.838e-02  3.802e-02  -1.799 0.072407 .  
## NeighborhoodGilbert  -3.112e-02  3.618e-02  -0.860 0.389930    
## NeighborhoodIDOTRR   -5.187e-02  5.042e-02  -1.029 0.303785    
## NeighborhoodMeadowV  -7.270e-02  5.560e-02  -1.307 0.191380    
## NeighborhoodMitchel  -7.036e-02  3.925e-02  -1.793 0.073332 .  
## NeighborhoodNAmes    -2.765e-02  3.641e-02  -0.760 0.447729    
## NeighborhoodNoRidge   7.423e-02  3.979e-02   1.866 0.062384 .  
## NeighborhoodNPkVill   2.160e-02  5.365e-02   0.403 0.687344    
## NeighborhoodNridgHt   3.456e-02  3.676e-02   0.940 0.347348    
## NeighborhoodNWAmes   -5.061e-02  3.813e-02  -1.328 0.184655    
## NeighborhoodOldTown  -3.925e-02  4.453e-02  -0.881 0.378281    
## NeighborhoodSawyer   -3.161e-02  3.818e-02  -0.828 0.407791    
## NeighborhoodSawyerW  -1.315e-02  3.809e-02  -0.345 0.730015    
## NeighborhoodSomerst   3.564e-02  4.423e-02   0.806 0.420544    
## NeighborhoodStoneBr   1.322e-01  4.167e-02   3.174 0.001552 ** 
## NeighborhoodSWISU     1.858e-03  4.651e-02   0.040 0.968136    
## NeighborhoodTimber   -2.976e-02  3.835e-02  -0.776 0.437898    
## NeighborhoodVeenker   2.078e-02  4.966e-02   0.418 0.675712    
## FenceGdWo            -2.906e-02  2.485e-02  -1.169 0.242572    
## FenceMnPrv            4.987e-03  2.056e-02   0.243 0.808389    
## FenceMnWw            -3.371e-02  4.147e-02  -0.813 0.416479    
## FenceNone            -1.995e-02  1.842e-02  -1.084 0.278841    
## GarageQualFa         -2.258e-01  6.741e-02  -3.350 0.000840 ***
## GarageQualGd         -1.054e-01  7.470e-02  -1.411 0.158622    
## GarageQualNone       -9.566e-02  8.754e-02  -1.093 0.274786    
## GarageQualPo         -3.135e-01  1.064e-01  -2.948 0.003273 ** 
## GarageQualTA         -2.025e-01  6.445e-02  -3.143 0.001726 ** 
## OverallQual           4.823e-02  5.101e-03   9.456  < 2e-16 ***
## OverallCond           5.098e-02  3.816e-03  13.360  < 2e-16 ***
## BsmtQualFa           -6.380e-02  3.267e-02  -1.953 0.051137 .  
## BsmtQualGd           -8.214e-02  1.720e-02  -4.775 2.08e-06 ***
## BsmtQualNone          5.334e-01  1.852e-01   2.880 0.004062 ** 
## BsmtQualTA           -6.692e-02  2.123e-02  -3.151 0.001676 ** 
## KitchenQualFa        -8.299e-02  3.123e-02  -2.657 0.008010 ** 
## KitchenQualGd        -6.020e-02  1.731e-02  -3.477 0.000529 ***
## KitchenQualTA        -7.432e-02  1.938e-02  -3.835 0.000133 ***
## GarageFinishNone             NA         NA      NA       NA    
## GarageFinishRFn      -9.896e-03  1.033e-02  -0.958 0.338181    
## GarageFinishUnf      -2.239e-02  1.254e-02  -1.785 0.074639 .  
## GarageTypeAttchd      1.387e-01  5.293e-02   2.621 0.008902 ** 
## GarageTypeBasment     1.173e-01  6.062e-02   1.935 0.053301 .  
## GarageTypeBuiltIn     1.469e-01  5.511e-02   2.665 0.007823 ** 
## GarageTypeCarPort     5.119e-02  6.872e-02   0.745 0.456480    
## GarageTypeDetchd      1.363e-01  5.259e-02   2.593 0.009670 ** 
## GarageTypeNone               NA         NA      NA       NA    
## FoundationCBlock      1.381e-02  1.652e-02   0.836 0.403257    
## FoundationPConc       3.936e-02  1.837e-02   2.142 0.032428 *  
## FoundationSlab        2.421e-02  5.329e-02   0.454 0.649749    
## FoundationStone       8.556e-02  6.222e-02   1.375 0.169423    
## FoundationWood       -8.648e-02  6.779e-02  -1.276 0.202321    
## FireplaceQuFa        -9.903e-03  3.569e-02  -0.277 0.781472    
## FireplaceQuGd        -1.931e-02  2.590e-02  -0.746 0.456032    
## FireplaceQuNone      -5.198e-02  2.707e-02  -1.920 0.055103 .  
## FireplaceQuPo        -4.149e-02  3.924e-02  -1.057 0.290567    
## FireplaceQuTA        -1.536e-02  2.717e-02  -0.565 0.572133    
## HeatingQCFa          -4.209e-02  1.977e-02  -2.129 0.033497 *  
## HeatingQCGd          -2.871e-02  1.075e-02  -2.671 0.007686 ** 
## HeatingQCPo          -1.950e-02  1.167e-01  -0.167 0.867301    
## HeatingQCTA          -3.611e-02  1.047e-02  -3.450 0.000584 ***
## BsmtFinType1BLQ      -1.100e-02  1.431e-02  -0.768 0.442415    
## BsmtFinType1GLQ       2.222e-03  1.306e-02   0.170 0.864983    
## BsmtFinType1LwQ      -3.243e-02  1.809e-02  -1.793 0.073283 .  
## BsmtFinType1None             NA         NA      NA       NA    
## BsmtFinType1Rec      -2.678e-02  1.496e-02  -1.790 0.073745 .  
## BsmtFinType1Unf      -6.590e-02  1.297e-02  -5.081 4.50e-07 ***
## MasVnrTypeBrkFace     4.890e-02  3.188e-02   1.534 0.125422    
## MasVnrTypeNone        4.318e-02  3.129e-02   1.380 0.167822    
## MasVnrTypeStone       5.477e-02  3.419e-02   1.602 0.109461    
## Exterior1stAsphShn   -8.214e-02  1.194e-01  -0.688 0.491736    
## Exterior1stBrkComm   -2.467e-01  8.405e-02  -2.935 0.003409 ** 
## Exterior1stBrkFace    5.949e-02  3.664e-02   1.624 0.104750    
## Exterior1stCBlock    -7.147e-02  1.171e-01  -0.610 0.541769    
## Exterior1stCemntBd    1.241e-02  3.734e-02   0.332 0.739750    
## Exterior1stHdBoard   -1.193e-02  3.282e-02  -0.363 0.716409    
## Exterior1stImStucc   -6.831e-02  1.172e-01  -0.583 0.560255    
## Exterior1stMetalSd    9.277e-03  3.151e-02   0.294 0.768505    
## Exterior1stPlywood    8.734e-03  3.418e-02   0.256 0.798349    
## Exterior1stStone     -7.401e-02  1.163e-01  -0.636 0.524644    
## Exterior1stStucco     2.326e-02  3.935e-02   0.591 0.554567    
## Exterior1stVinylSd    8.716e-03  3.184e-02   0.274 0.784363    
## Exterior1stWd Sdng   -1.470e-02  3.144e-02  -0.467 0.640302    
## Exterior1stWdShing    7.265e-03  3.976e-02   0.183 0.855061    
## MSZoningFV            2.666e-01  6.539e-02   4.076 4.95e-05 ***
## MSZoningRH            2.382e-01  6.356e-02   3.748 0.000189 ***
## MSZoningRL            2.435e-01  5.610e-02   4.340 1.57e-05 ***
## MSZoningRM            2.142e-01  5.319e-02   4.026 6.11e-05 ***
## TotalBsmtSF           1.112e-01  2.069e-02   5.374 9.64e-08 ***
## X1stFlrSF             6.025e-02  4.317e-02   1.396 0.163086    
## YearBuilt             2.368e-03  3.630e-04   6.524 1.10e-10 ***
## BsmtExposureGd        4.529e-02  1.523e-02   2.973 0.003023 ** 
## BsmtExposureMn       -3.040e-03  1.553e-02  -0.196 0.844888    
## BsmtExposureNo       -2.130e-02  1.076e-02  -1.979 0.048128 *  
## BsmtExposureNone     -9.508e-02  1.073e-01  -0.886 0.375894    
## Condition1Feedr       3.612e-02  2.448e-02   1.476 0.140404    
## Condition1Norm        7.997e-02  2.055e-02   3.891 0.000107 ***
## Condition1PosA       -2.468e-02  5.351e-02  -0.461 0.644690    
## Condition1PosN        9.673e-02  3.412e-02   2.835 0.004678 ** 
## Condition1RRAe       -6.417e-02  4.233e-02  -1.516 0.129847    
## Condition1RRAn        7.337e-02  3.487e-02   2.104 0.035651 *  
## Condition1RRNe        2.194e-02  8.123e-02   0.270 0.787161    
## Condition1RRNn        5.380e-02  6.905e-02   0.779 0.436061    
## I(LotArea^2)          5.683e-03  6.392e-04   8.891  < 2e-16 ***
## StreetPave            1.528e-01  7.580e-02   2.016 0.044101 *  
## LotConfigCulDSac      2.448e-03  1.657e-02   0.148 0.882566    
## LotConfigFR2         -4.813e-02  1.926e-02  -2.498 0.012639 *  
## LotConfigFR3         -1.118e-01  7.786e-02  -1.436 0.151463    
## LotConfigInside      -1.798e-02  9.183e-03  -1.958 0.050490 .  
## LandSlopeMod          1.126e-02  1.732e-02   0.650 0.515777    
## LandSlopeSev         -1.222e-01  4.487e-02  -2.724 0.006569 ** 
## BsmtFinSF2           -3.752e-03  2.039e-03  -1.840 0.066105 .  
## BsmtUnfSF            -7.183e-03  2.694e-03  -2.666 0.007796 ** 
## X2ndFlrSF             5.138e-03  3.939e-03   1.304 0.192480    
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 0.1054 on 966 degrees of freedom
## Multiple R-squared:  0.9365, Adjusted R-squared:  0.9284 
## F-statistic:   115 on 124 and 966 DF,  p-value: < 2.2e-16
# Perform prediction on the validate dataset using the linear model
prediction <- predict(fit_1_NoOutlier, newdata = validate2)

# Calculate MSE for the linear model
mse <- sqrt(mean((prediction - validate2$SalePrice)^2, na.rm = TRUE))
cat("MSE for the linear model:", mse, "\n")
## MSE for the linear model: 0.1113387
# visualize model results
par(mfrow=c(2,2))
plot(fit_1_NoOutlier)
mtext("Model 3: OUTLIER ELIMINATION", side = 3, line = -28, 
      outer = TRUE)

par(mfrow=c(1,1))

# Here we see a little more improvoment !!

#5. PREDICTION

# Predict the SalePrice on the test dataset using fit_1_NoOutlier
log_prediction <- predict(fit_1_NoOutlier, newdata = test)

# Convert the predicted values back to the original scale
actual_pred <- exp(log_prediction)

# Fill the SalePrice column in the test dataset with the predictions
test$SalePrice <- actual_pred

test
##        Id MSSubClass MSZoning LotFrontage   LotArea Street Alley LotShape
## 1461 1461   3.044522       RH    4.394449  9.360741   Pave  None      Reg
## 1462 1462   3.044522       RL    4.406719  9.565775   Pave  None      IR1
## 1463 1463   4.110874       RL    4.317488  9.534668   Pave  None      IR1
## 1464 1464   4.110874       RL    4.369448  9.208238   Pave  None      IR1
## 1465 1465   4.795791       RL    3.784190  8.518392   Pave  None      IR1
## 1466 1466   4.110874       RL    4.330733  9.210440   Pave  None      IR1
## 1467 1467   3.044522       RL    4.234107  8.984819   Pave  None      IR1
## 1468 1468   4.110874       RL    4.158883  9.036344   Pave  None      IR1
## 1469 1469   3.044522       RL    4.454347  9.227886   Pave  None      Reg
## 1470 1470   3.044522       RL    4.262680  9.036106   Pave  None      Reg
## 1471 1471   4.795791       RH    3.295837  8.675734   Pave  None      IR1
## 1472 1472   5.081404       RM    3.091042  7.427144   Pave  None      Reg
## 1473 1473   5.081404       RM    3.091042  7.427144   Pave  None      Reg
## 1474 1474   5.081404       RL    3.218876  7.732369   Pave  None      Reg
## 1475 1475   4.795791       RL    3.218876  7.732369   Pave  None      Reg
## 1476 1476   4.110874       RL    4.634729  9.461799   Pave  None      IR1
## 1477 1477   3.044522       RL    4.553877  9.463742   Pave  None      IR1
## 1478 1478   3.044522       RL    4.510860  9.351927   Pave  None      Reg
## 1479 1479   3.044522       RL    4.382027  9.555560   Pave  None      IR1
## 1480 1480   3.044522       RL    4.709530  9.568085   Pave  None      Reg
## 1481 1481   4.110874       RL    4.663439  9.521568   Pave  None      Reg
## 1482 1482   4.795791       RL    3.737670  8.872487   Pave  None      IR1
## 1483 1483   3.044522       RL    4.615121  9.825256   Pave  None      IR1
## 1484 1484   4.795791       RL    3.784190  8.072155   Pave  None      Reg
## 1485 1485   4.394449       RL    4.219508  9.495594   Pave  None      IR1
## 1486 1486   4.110874       RL    4.158883  9.056956   Pave  None      IR1
## 1487 1487   4.110874       RL    4.110874  9.766178   Pave  None      IR2
## 1488 1488   3.044522       RL    4.304065  9.103646   Pave  None      Reg
## 1489 1489   3.044522       FV    4.532599  9.128696   Pave  None      Reg
## 1490 1490   3.044522       FV    4.442651  9.253496   Pave  None      Reg
## 1491 1491   4.110874       RL    4.262680  9.386057   Pave  None      Reg
## 1492 1492   3.433987       RH    4.262680  9.190240   Pave  None      Reg
## 1493 1493   3.044522       RL    3.688879  9.642837   Pave  None      IR1
## 1494 1494   4.110874       RL    4.454347  9.483721   Pave  None      IR1
## 1495 1495   4.110874       RL    4.488636  9.317849   Pave  None      Reg
## 1496 1496   4.795791       FV    3.258097  8.483843   Pave  None      IR1
## 1497 1497   5.081404       FV    3.688879  8.165079   Pave  Pave      Reg
## 1498 1498   5.081404       FV    3.433987  8.075894   Pave  Pave      Reg
## 1499 1499   5.081404       FV    3.218876  7.841886   Pave  Pave      Reg
## 1500 1500   5.081404       FV    3.218876  7.841886   Pave  Pave      Reg
## 1501 1501   5.081404       FV    4.234107  8.000014   Pave  None      Reg
## 1502 1502   5.081404       FV    4.234107  7.784889   Pave  None      IR1
## 1503 1503   3.044522       FV    4.060443  9.461410   Pave  Pave      IR1
## 1504 1504   4.110874       FV    4.234107  8.906529   Pave  None      IR1
## 1505 1505   3.044522       FV    4.394449  8.987322   Pave  None      Reg
## 1506 1506   3.044522       RL    4.234107  9.255027   Pave  None      IR1
## 1507 1507   4.110874       RL    4.394449  9.286560   Pave  None      Reg
## 1508 1508   3.931826       RL    4.234107  9.843631   Pave  None      IR1
## 1509 1509   4.110874       RL    4.394449  9.169623   Pave  None      Reg
## 1510 1510   3.044522       RL    4.394449  9.169623   Pave  None      Reg
## 1511 1511   3.044522       RL    4.510860  9.200391   Pave  None      Reg
## 1512 1512   3.044522       RL    4.488636  9.177920   Pave  None      Reg
## 1513 1513   4.394449       RL    4.234107  9.268704   Pave  Pave      IR1
## 1514 1514   4.510860       RL    4.595120  9.492583   Pave  None      IR1
## 1515 1515   3.931826       RL    4.234107  9.182455   Pave  None      Reg
## 1516 1516   3.931826       RL    4.795791  9.761982   Pave  None      Reg
## 1517 1517   4.454347       RL    4.330733  9.339701   Pave  None      IR1
## 1518 1518   4.510860       RL    4.262680  9.020148   Pave  None      Reg
## 1519 1519   3.044522       RL    4.262680  9.011646   Pave  None      Reg
## 1520 1520   3.044522       RL    4.234107  8.993552   Pave  None      IR1
## 1521 1521   3.044522       RL    4.477337  9.280426   Pave  None      IR1
## 1522 1522   3.044522       RL    4.394449  9.213635   Pave  None      Reg
## 1523 1523   3.931826       RL    4.110874  9.033961   Pave  None      Reg
## 1524 1524   3.044522       RL    4.110874  9.301186   Pave  None      Reg
## 1525 1525   3.044522       RL    4.787492  9.296151   Pave  None      Reg
## 1526 1526   5.252273       RL    4.262680  9.516942   Pave  None      Reg
## 1527 1527   3.433987       RL    4.189655  8.974491   Pave  None      Reg
## 1528 1528   3.931826       RL    4.110874  8.995289   Pave  None      Reg
## 1529 1529   3.044522       RL    4.406719  8.940629   Pave  None      IR1
## 1530 1530   3.044522       RL    4.394449  9.186150   Pave  None      Reg
## 1531 1531   3.931826       RM    4.110874  8.476580   Pave  None      Reg
## 1532 1532   3.433987       RM    4.043051  8.408717   Pave  Grvl      Reg
## 1533 1533   3.044522       RM    4.248495  8.666647   Pave  Grvl      Reg
## 1534 1534   3.828641       RM    3.931826  8.839422   Pave  None      Reg
## 1535 1535   3.931826       RM    4.248495  9.380252   Pave  None      Reg
## 1536 1536   3.931826       RM    4.234107  9.016756   Pave  None      Reg
## 1537 1537   3.433987       RM    4.234107  9.175438   Pave  None      Reg
## 1538 1538   4.262680       RM    4.110874  9.169623   Pave  Grvl      Reg
## 1539 1539   4.262680       RM    3.931826  9.105091   Pave  Grvl      Reg
## 1540 1540   5.252273       RM    4.615121  9.110078   Pave  None      Reg
## 1541 1541   4.262680       RM    4.110874  9.264923   Pave  None      Reg
## 1542 1542   3.931826       RM    3.988984  8.670944   Pave  None      Reg
## 1543 1543   4.330733       RL    4.234107  8.961109   Pave  None      IR1
## 1544 1544   3.433987       RM    3.931826  8.517393   Pave  None      Reg
## 1545 1545   3.931826       RM    3.931826  8.699681   Pave  None      Reg
## 1546 1546   3.931826       RM    3.931826  8.699681   Pave  None      Reg
## 1547 1547   3.931826       RM    3.988984  8.757941   Pave  None      Reg
## 1548 1548   3.931826       RM    3.931826  8.699681   Pave  None      Reg
## 1549 1549   3.931826       RM    3.970292  8.738896   Pave  None      Reg
## 1550 1550   3.931826       RM    3.970292  8.738896   Pave  None      Reg
## 1551 1551   3.433987       RM    3.951244  8.719481   Pave  None      Reg
## 1552 1552   3.931826       RM    4.060443  8.999002   Pave  Grvl      Reg
## 1553 1553   4.262680       RM    4.110874  9.465060   Pave  Grvl      Reg
## 1554 1554   4.262680       RM    3.970292  8.029107   Pave  Grvl      Reg
## 1555 1555   3.044522       RL    4.615121  9.633252   Pave  None      IR1
## 1557 1557   5.252273       RL    4.110874  9.200391   Pave  None      Reg
## 1558 1558   3.931826       RL    4.189655  8.699848   Pave  None      IR1
## 1559 1559   4.262680  C (all)    4.234107  8.771835   Pave  None      IR1
## 1560 1560   5.252273       RH    4.110874  8.707648   Pave  None      Reg
## 1561 1561   4.510860       RL    4.290459  9.284891   Pave  None      Reg
## 1562 1562   3.044522       RL    4.189655  8.962007   Pave  None      Reg
## 1563 1563   3.044522       RL    4.189655  8.966101   Pave  None      Reg
## 1564 1564   4.510860       RL    4.234107  8.912608   Pave  None      IR1
## 1565 1565   4.110874       RL    4.465908  9.326166   Pave  None      Reg
## 1566 1566   3.044522       RL    4.234107  9.906633   Pave  None      IR1
## 1567 1567   3.433987       RL    4.553877  9.133459   Pave  None      Reg
## 1568 1568   4.110874       RL    4.234107  9.745839   Pave  None      IR1
## 1569 1569   3.931826       RL    4.828314  9.830971   Pave  None      Reg
## 1570 1570   3.044522       RL    4.189655  9.348362   Pave  None      Reg
## 1571 1571   3.931826       RL    3.931826  9.143239   Pave  None      Reg
## 1572 1572   3.044522       RL    4.330733  9.161780   Pave  None      Reg
## 1573 1573   3.044522       RL    3.806662  9.769156   Pave  None      IR2
## 1574 1574   3.044522       RL    4.234107  9.323758   Pave  None      IR1
## 1575 1575   3.044522       RL    4.430817  9.391077   Pave  None      Reg
## 1576 1576   4.110874       RL    4.477337  9.422383   Pave  None      IR1
## 1577 1577   3.044522       RL    4.174387  8.903951   Pave  None      Reg
## 1578 1578   3.931826       RL    4.418841  9.563529   Pave  None      IR1
## 1579 1579   4.454347       RL    4.418841  9.315241   Pave  None      Reg
## 1580 1580   4.110874       RL    4.234107  9.141847   Pave  None      IR1
## 1581 1581   3.044522       RL    3.663562  9.631744   Pave  None      IR1
## 1582 1582   3.044522       RL    4.234107  8.920122   Pave  None      Reg
## 1583 1583   3.044522       RL    4.394449  9.248599   Pave  None      Reg
## 1584 1584   4.110874       RL    4.330733  9.145909   Pave  None      Reg
## 1585 1585   4.795791       RM    4.234107  8.397508   Pave  None      Reg
## 1586 1586   3.433987       RL    4.219508  9.080004   Pave  None      Reg
## 1587 1587   3.044522       RL    4.234107  9.087381   Pave  None      Reg
## 1588 1588   3.044522       RL    4.110874  9.214830   Pave  None      IR1
## 1589 1589   3.931826       RL    4.499810  9.375261   Pave  None      Reg
## 1590 1590   4.394449       RL    4.189655  8.749257   Pave  None      Reg
## 1591 1591   3.044522       RL    4.174387  8.765771   Pave  None      Reg
## 1592 1592   3.433987       RL    4.219508  8.487558   Pave  None      Reg
## 1593 1593   3.433987       RL    4.234107  8.973478   Pave  None      Reg
## 1594 1594   4.510860       RH    4.110874  8.881975   Pave  Pave      Reg
## 1595 1595   3.931826       RL    3.951244  9.194211   Pave  None      Reg
## 1596 1596   3.931826       RL    4.369448  9.254644   Pave  None      IR1
## 1597 1597   4.510860       RL    4.369448  9.655090   Pave  None      Reg
## 1598 1598   4.394449       RL    4.454347  9.885629   Pave  None      IR1
## 1599 1599   4.795791       RM    3.583519  8.270781   Pave  None      IR1
## 1600 1600   4.795791       RM    3.583519  8.270781   Pave  None      IR1
## 1601 1601   3.433987       RM    4.077537  9.006387   Pave  None      Reg
## 1602 1602   3.931826       RM    3.931826  9.120525   Pave  None      Reg
## 1603 1603   3.433987  C (all)    4.204693  9.072571   Grvl  None      Reg
## 1604 1604   4.795791       RM    3.806662  8.245909   Pave  None      IR1
## 1605 1605   4.110874       RL    4.454347  9.310276   Pave  None      Reg
## 1606 1606   4.394449       RL    4.317488  9.171703   Pave  None      Reg
## 1607 1607   4.510860       RL    4.234107  9.454149   Pave  None      IR1
## 1608 1608   3.044522       RL    4.488636  9.384042   Pave  None      IR1
## 1609 1609   3.044522       RL    4.304065  9.190546   Pave  None      Reg
## 1610 1610   4.110874       RL    4.304065  9.190444   Pave  None      Reg
## 1611 1611   3.044522       RL    4.454347  9.635673   Pave  None      Reg
## 1612 1612   3.044522       RL    4.543295  9.221775   Pave  None      Reg
## 1613 1613   3.044522       RL    4.234107  9.382275   Pave  None      Reg
## 1614 1614   4.795791       RM    3.465736  7.781139   Pave  None      Reg
## 1615 1615   5.081404       RM    3.091042  7.297768   Pave  None      Reg
## 1616 1616   5.081404       RM    3.091042  7.550135   Pave  None      Reg
## 1617 1617   5.081404       RM    3.091042  7.544861   Pave  None      Reg
## 1618 1618   3.044522       RL    3.931826  8.847072   Pave  None      Reg
## 1619 1619   3.044522       RL    4.343805  9.464052   Pave  None      Reg
## 1620 1620   4.510860       RL    4.262680  8.949105   Pave  None      Reg
## 1621 1621   4.110874       RL    4.158883  9.256842   Pave  None      Reg
## 1622 1622   3.931826       RL    4.234107  9.263407   Pave  None      IR1
## 1623 1623   3.044522       RL    4.343805  9.199583   Pave  None      Reg
## 1624 1624   4.110874       RL    4.317488  9.469777   Pave  None      Reg
## 1625 1625   3.044522       RL    4.317488  9.473397   Pave  None      IR1
## 1626 1626   3.044522       RL    4.454347  9.230241   Pave  None      Reg
## 1627 1627   4.110874       RL    4.488636  9.228180   Pave  None      IR1
## 1628 1628   4.110874       RL    4.234107  9.375261   Pave  None      IR1
## 1629 1629   4.394449       RL    4.110874  9.036106   Pave  None      Reg
## 1630 1630   4.795791       RL    3.367296  8.895219   Pave  None      IR1
## 1631 1631   4.795791       RL    4.127134  8.906664   Pave  None      IR1
## 1632 1632   4.795791       RL    4.060443  8.988945   Pave  None      IR1
## 1633 1633   4.394449       RL    4.060443  9.096500   Pave  None      IR1
## 1634 1634   4.110874       RL    4.110874  8.922792   Pave  None      Reg
## 1635 1635   4.110874       RL    4.234107  9.082961   Pave  None      IR1
## 1636 1636   3.044522       RL    4.077537  8.888895   Pave  None      Reg
## 1637 1637   4.110874       RL    4.454347  9.384378   Pave  None      Reg
## 1638 1638   4.110874       RL    4.234107  9.491828   Pave  None      IR1
## 1639 1639   3.044522       RL    4.394449  9.299175   Pave  None      Reg
## 1640 1640   4.110874       RL    4.234107  9.424564   Pave  None      IR1
## 1641 1641   3.044522       RL    4.394449  9.313709   Pave  None      Reg
## 1642 1642   4.110874       FV    4.262680  8.853808   Pave  None      Reg
## 1643 1643   4.110874       FV    4.234107  8.922792   Pave  None      Reg
## 1644 1644   4.110874       FV    4.234107  9.044404   Pave  None      Reg
## 1645 1645   3.044522       RL    4.234107  9.145695   Pave  None      IR1
## 1646 1646   3.044522       RL    4.369448  9.224342   Pave  None      Reg
## 1647 1647   3.044522       RL    4.454347  9.310276   Pave  None      IR1
## 1648 1648   3.044522       RL    4.234107  8.965845   Pave  None      IR1
## 1649 1649   3.044522       RL    4.234107  9.049115   Pave  None      IR1
## 1650 1650   3.044522       RL    4.110874  8.859221   Pave  None      Reg
## 1651 1651   3.044522       RL    4.110874  9.105091   Pave  None      Reg
## 1652 1652   5.081404       RM    3.091042  7.427144   Pave  None      Reg
## 1653 1653   5.081404       RM    3.091042  7.427144   Pave  None      Reg
## 1654 1654   5.081404       RL    3.218876  7.744570   Pave  None      Reg
## 1655 1655   4.795791       RL    3.218876  7.732369   Pave  None      Reg
## 1656 1656   5.081404       RL    3.218876  7.762171   Pave  None      Reg
## 1657 1657   5.081404       RL    3.218876  7.768533   Pave  None      Reg
## 1658 1658   5.081404       RL    3.218876  7.768533   Pave  None      Reg
## 1659 1659   4.795791       RL    3.218876  7.652071   Pave  None      Reg
## 1660 1660   3.044522       RL    4.234107  9.279027   Pave  None      Reg
## 1661 1661   4.110874       RL    4.709530  9.565073   Pave  None      Reg
## 1662 1662   4.110874       RL    4.564348  9.421492   Pave  None      Reg
## 1663 1663   3.044522       RL    4.564348  9.421492   Pave  None      Reg
## 1664 1664   3.044522       RL    4.663439  9.524713   Pave  None      Reg
## 1665 1665   3.044522       RL    4.564348  9.356948   Pave  None      Reg
## 1666 1666   3.044522       RL    4.867534  9.733351   Pave  None      IR1
## 1667 1667   4.110874       RL    4.094345 10.056380   Pave  None      IR3
## 1668 1668   3.044522       RL    4.477337  9.246479   Pave  None      IR1
## 1669 1669   3.044522       RL    4.356709  9.294038   Pave  None      IR1
## 1670 1670   3.044522       RL    4.634729  9.511555   Pave  None      IR1
## 1671 1671   3.044522       RL    4.510860  9.463353   Pave  None      IR1
## 1672 1672   3.044522       RL    4.709530  9.633973   Pave  None      IR1
## 1673 1673   4.110874       RL    4.574711  9.492733   Pave  None      IR1
## 1674 1674   3.044522       RL    4.262680  9.175645   Pave  None      IR1
## 1675 1675   4.795791       RL    3.871201  8.840001   Pave  None      IR1
## 1676 1676   4.795791       RL    3.555348  8.541495   Pave  None      IR1
## 1677 1677   4.795791       RL    4.394449  9.240676   Pave  None      IR1
## 1678 1678   3.044522       RL    4.615121  9.604879   Pave  None      IR1
## 1679 1679   3.044522       RL    4.770685  9.633187   Pave  None      IR1
## 1680 1680   4.795791       RL    3.806662  8.908018   Pave  None      IR1
## 1681 1681   4.795791       RL    3.891820  8.775395   Pave  None      Reg
## 1682 1682   3.044522       RL    4.867534  9.727406   Pave  None      Reg
## 1683 1683   4.795791       RL    3.891820  8.155075   Pave  None      Reg
## 1684 1684   4.110874       RL    4.158883  9.299175   Pave  None      Reg
## 1685 1685   4.110874       RL    4.060443  9.095939   Pave  None      IR1
## 1686 1686   4.795791       RL    3.784190  8.065579   Pave  None      Reg
## 1687 1687   4.394449       RL    4.094345  9.152181   Pave  None      IR1
## 1688 1688   4.110874       RL    4.143135  8.985320   Pave  None      IR1
## 1689 1689   4.110874       RL    4.127134  9.222862   Pave  None      IR1
## 1690 1690   4.110874       RL    4.234107  9.101195   Pave  None      IR1
## 1691 1691   4.110874       RL    4.234107  9.008836   Pave  None      IR1
## 1692 1692   4.110874       RL    4.234107  9.464362   Pave  None      IR1
## 1693 1693   4.394449       RL    4.127134  9.183483   Pave  None      IR1
## 1694 1694   4.110874       RL    3.761200  9.040026   Pave  None      IR1
## 1695 1695   4.394449       RL    4.143135  8.955577   Pave  None      Reg
## 1696 1696   4.110874       RL    4.234107  9.673886   Pave  None      IR2
## 1697 1697   4.394449       RL    4.174387  8.968141   Pave  None      IR1
## 1698 1698   4.110874       RL    4.672829  9.451009   Pave  None      Reg
## 1699 1699   3.044522       RL    4.234107  9.282754   Pave  None      IR1
## 1700 1700   4.110874       RL    4.382027  9.114490   Pave  None      Reg
## 1701 1701   4.110874       RL    4.234107  9.366746   Pave  None      IR1
## 1702 1702   3.044522       RL    4.465908  9.323223   Pave  None      IR1
## 1703 1703   3.044522       RL    4.369448  9.230829   Pave  None      Reg
## 1704 1704   3.044522       RL    4.454347  9.223355   Pave  None      Reg
## 1705 1705   3.044522       RL    4.343805  9.120416   Pave  None      IR1
## 1706 1706   3.044522       RL    4.454347  9.317310   Pave  None      Reg
## 1707 1707   3.044522       FV    4.510860  8.986447   Pave  None      IR1
## 1708 1708   3.044522       FV    4.290459  9.064274   Pave  None      Reg
## 1709 1709   3.044522       FV    4.727388  9.442007   Pave  None      IR1
## 1710 1710   3.044522       FV    4.330733  8.922792   Pave  None      Reg
## 1711 1711   4.110874       FV    4.442651  9.268987   Pave  None      Reg
## 1712 1712   3.044522       FV    4.189655  9.002824   Pave  None      Reg
## 1713 1713   3.044522       FV    4.454347  9.271059   Pave  None      Reg
## 1714 1714   3.044522       FV    4.234107  9.075322   Pave  None      IR1
## 1715 1715   4.110874       FV    4.189655  9.003070   Pave  None      IR1
## 1716 1716   3.044522       RL    4.394449  9.170143   Pave  None      Reg
## 1717 1717   3.044522       RL    4.158883  8.922792   Pave  None      Reg
## 1718 1718   3.044522       RL    4.158883  8.922792   Pave  None      Reg
## 1719 1719   4.110874       RL    4.574711  9.271341   Pave  None      IR1
## 1720 1720   3.044522       RL    4.343805  9.224440   Pave  None      IR1
## 1721 1721   3.044522       RL    4.158883  9.478304   Pave  None      Reg
## 1722 1722   3.044522       RL    4.158883  9.478304   Pave  None      Reg
## 1723 1723   3.044522       RL    4.110874  9.429556   Pave  None      Reg
## 1724 1724   3.044522       RL    4.127134  8.899594   Pave  None      Reg
## 1725 1725   4.110874       RL    3.784190  9.349493   Pave  None      IR1
## 1726 1726   4.110874       RL    4.262680  8.949495   Pave  None      Reg
## 1727 1727   4.795791       RL    3.931826  8.878497   Pave  None      Reg
## 1728 1728   4.110874       RL    4.262680  9.117128   Pave  None      Reg
## 1729 1729   4.110874       RL    4.234107  9.237469   Pave  None      IR1
## 1730 1730   4.510860       RL    4.330733  9.018090   Pave  None      Reg
## 1731 1731   3.044522       RL    4.158883  9.185125   Pave  None      IR1
## 1732 1732   3.044522       RL    4.234107  9.047821   Pave  None      IR1
## 1733 1733   3.044522       RL    4.234107  9.113829   Pave  None      IR1
## 1734 1734   3.044522       RL    4.234107  9.139596   Pave  None      IR1
## 1735 1735   3.044522       RL    4.234107  8.960853   Pave  None      IR1
## 1736 1736   3.044522       RL    4.189655  8.875007   Pave  None      Reg
## 1737 1737   3.044522       RL    4.234107  9.659950   Pave  None      IR1
## 1738 1738   4.110874       RL    4.234107  9.388487   Pave  None      Reg
## 1739 1739   5.081404       FV    3.496508  7.965893   Pave  Pave      Reg
## 1740 1740   4.795791       FV    4.234107  8.250881   Pave  Pave      IR1
## 1741 1741   4.795791       FV    4.234107  8.347116   Pave  Pave      IR1
## 1742 1742   5.081404       FV    3.555348  8.006034   Pave  None      Reg
## 1743 1743   5.081404       FV    3.583519  8.234565   Pave  None      Reg
## 1744 1744   3.044522       RL    4.234107  9.595263   Pave  None      IR1
## 1745 1745   3.044522       RL    4.709530  9.643291   Pave  None      Reg
## 1746 1746   4.394449       RL    4.394449  9.169623   Pave  None      Reg
## 1747 1747   4.110874       RL    4.234107  9.451952   Pave  None      IR1
## 1748 1748   4.110874       RL    4.394449  9.249657   Pave  None      Reg
## 1749 1749   3.044522       RL    4.394449  9.169623   Pave  None      Reg
## 1750 1750   3.044522       RL    4.330733  9.105091   Pave  None      Reg
## 1751 1751   4.110874       RL    4.234107  9.530611   Pave  None      IR1
## 1752 1752   3.044522       RL    4.143135  8.872207   Pave  None      Reg
## 1753 1753   3.044522       RL    4.394449  9.169623   Pave  None      Reg
## 1754 1754   4.110874       RL    4.394449  9.169623   Pave  None      Reg
## 1755 1755   4.454347       RL    4.234107  9.711176   Pave  None      Reg
## 1756 1756   3.044522       RL    4.110874  8.914223   Pave  None      Reg
## 1757 1757   3.044522       RL    4.189655  9.002824   Pave  None      Reg
## 1758 1758   3.044522       RL    4.234107  9.153876   Pave  None      IR1
## 1759 1759   3.044522       RL    4.234107  9.510149   Pave  None      IR1
## 1760 1760   3.044522       RL    4.454347  9.143239   Pave  None      Reg
## 1761 1761   3.044522       RL    4.753590  9.259226   Pave  None      IR1
## 1762 1762   4.110874       RL    4.234107  9.101752   Pave  None      IR1
## 1763 1763   4.394449       RL    4.454347  9.348013   Pave  None      Reg
## 1764 1764   3.044522       RL    4.234107  9.186969   Pave  None      Reg
## 1765 1765   3.044522       RL    4.510860  9.200391   Pave  None      Reg
## 1766 1766   3.044522       RL    4.532599  9.266153   Pave  None      IR1
## 1767 1767   3.044522       RL    4.394449  9.595331   Pave  None      IR1
## 1768 1768   3.044522       RL    4.304065  9.078065   Pave  None      Reg
## 1769 1769   3.044522       RL    4.234107  9.416216   Pave  None      IR1
## 1770 1770   3.044522       RL    4.204693  9.131405   Pave  None      IR1
## 1771 1771   3.044522       RL    4.262680  9.076923   Pave  None      Reg
## 1772 1772   3.044522       RL    4.262680  9.076923   Pave  None      Reg
## 1773 1773   3.044522       RL    4.394449  9.249657   Pave  None      Reg
## 1774 1774   4.510860       RL    4.343805  9.157256   Pave  None      Reg
## 1775 1775   3.044522       RL    3.988984  9.003193   Pave  None      IR1
## 1776 1776   3.044522       RL    4.219508  9.478151   Pave  None      Reg
## 1777 1777   3.433987       RL    4.394449  9.045584   Pave  None      Reg
## 1778 1778   3.044522       RL    4.110874  8.939450   Pave  None      Reg
## 1779 1779   3.044522       RL    4.330733  9.162620   Pave  None      Reg
## 1780 1780   4.110874       RL    4.369448  9.343121   Pave  None      Reg
## 1781 1781   3.044522       RL    4.110874  9.169623   Pave  None      Reg
## 1782 1782   3.044522       RL    3.988984  8.607217   Pave  None      Reg
## 1783 1783   4.110874       RL    4.110874  9.287394   Pave  None      Reg
## 1784 1784   4.262680       RL    4.394449  9.005405   Pave  None      Reg
## 1785 1785   3.433987       RL    4.110874  9.233178   Pave  Grvl      Reg
## 1786 1786   3.931826       RL    4.110874  9.250618   Pave  Grvl      Reg
## 1787 1787   4.262680       RL    4.110874  8.881975   Pave  None      Reg
## 1788 1788   3.433987       RL    4.510860  8.594339   Pave  None      Reg
## 1789 1789   3.433987       RL    4.110874  9.287394   Pave  Grvl      Reg
## 1790 1790   3.433987       RL    4.110874  9.287394   Pave  Grvl      Reg
## 1791 1791   4.510860       RL    4.406719  9.176990   Pave  None      Reg
## 1792 1792   3.044522       RL    4.430817  9.224638   Pave  None      Reg
## 1793 1793   3.044522       RL    4.356709  9.350189   Pave  None      IR1
## 1794 1794   3.044522       RL    4.143135  8.988571   Pave  None      Reg
## 1795 1795   3.044522       RL    4.510860  9.254836   Pave  None      IR1
## 1796 1796   3.044522       RL    4.394449  9.105091   Pave  None      IR1
## 1797 1797   3.931826       RL    4.110874  8.995289   Pave  None      Reg
## 1798 1798   3.044522       RL    4.276666  8.902592   Pave  None      Reg
## 1799 1799   3.044522       RL    4.110874  8.881975   Pave  None      Reg
## 1800 1800   4.394449       RL    4.394449  8.987322   Pave  None      Reg
## 1801 1801   3.931826       RL    4.110874  9.287394   Pave  None      Reg
## 1802 1802   3.931826       RL    4.110874  8.995289   Pave  None      Reg
## 1803 1803   4.110874       RL    4.343805  8.932080   Pave  None      Reg
## 1804 1804   4.510860       RL    4.330733  9.060099   Pave  None      IR1
## 1805 1805   3.044522       RL    4.394449  8.979291   Pave  None      Reg
## 1806 1806   3.931826       RM    4.234107  8.314097   Pave  Grvl      Reg
## 1807 1807   4.510860       RM    4.060443  9.240676   Pave  Grvl      Reg
## 1808 1808   3.931826       RM    4.510860  9.658929   Pave  None      Reg
## 1809 1809   4.262680       RM    4.510860  9.200391   Pave  None      Reg
## 1810 1810   4.262680       RM    4.060443  8.765146   Pave  Grvl      Reg
## 1811 1811   5.252273       RM    4.158883  8.939581   Pave  None      Reg
## 1812 1812   3.931826       RM    4.043051  9.223750   Pave  Grvl      Reg
## 1813 1813   3.931826       RM    3.931826  8.699681   Pave  None      Reg
## 1814 1814   3.433987       RM    4.143135  8.909911   Pave  None      Reg
## 1815 1815   3.433987       RM    3.931826  8.687105   Pave  None      Reg
## 1816 1816   3.433987       RM    4.110874  9.050289   Pave  None      Reg
## 1817 1817   4.262680       RM    4.110874  9.169623   Pave  None      Reg
## 1818 1818   4.262680       RM    4.262680  9.036106   Pave  None      Reg
## 1819 1819   4.262680       RM    4.110874  8.188967   Pave  Grvl      Reg
## 1820 1820   3.433987  C (all)    4.234107  8.101981   Pave  None      Reg
## 1821 1821   3.931826       RM    4.110874  8.594339   Pave  None      Reg
## 1822 1822   4.262680       RM    4.110874  9.182044   Pave  Grvl      Reg
## 1823 1823   3.433987  C (all)    4.290459  9.147720   Pave  None      Reg
## 1824 1824   3.433987       RL    4.234107  8.797246   Pave  None      Reg
## 1825 1825   4.262680       RL    3.931826  8.509363   Pave  None      Reg
## 1826 1826   3.931826       RM    4.110874  8.699681   Pave  None      Reg
## 1827 1827   3.433987       RM    3.951244  8.719481   Pave  None      Reg
## 1828 1828   3.931826       RM    3.951244  8.719481   Pave  None      Reg
## 1829 1829   3.433987       RM    3.931826  9.063695   Pave  None      Reg
## 1830 1830   4.262680       RM    4.060443  8.999002   Pave  Grvl      Reg
## 1831 1831   4.262680       RM    4.234107  9.203215   Pave  Grvl      Reg
## 1832 1832   4.510860       RM    3.931826  8.006701   Pave  Grvl      Reg
## 1833 1833   4.262680       RM    4.060443  8.835938   Pave  None      Reg
## 1834 1834   4.262680       RM    4.234107  8.661467   Pave  None      IR2
## 1835 1835   5.252273       RM    3.737670  8.674710   Pave  None      IR3
## 1836 1836   3.931826       RM    4.110874  8.548886   Pave  None      Reg
## 1837 1837   4.454347       RM    4.465908  8.548886   Pave  Grvl      Reg
## 1838 1838   5.252273       RM    4.110874  9.241936   Pave  Grvl      Reg
## 1839 1839   3.044522       RL    3.931826  8.361942   Pave  None      IR1
## 1840 1840   4.510860       RL    4.110874  9.287394   Pave  None      Reg
## 1841 1841   4.510860       RL    4.234107  9.263692   Pave  None      IR1
## 1842 1842   3.931826       RL    4.110874  9.188197   Pave  None      Reg
## 1843 1843   3.044522       RL    4.330733  9.360999   Pave  None      Reg
## 1844 1844   4.454347       RL    4.234107  8.989070   Pave  None      IR1
## 1845 1845   4.394449       RL    4.488636  9.642188   Pave  None      Reg
## 1846 1846   4.394449       RL    4.488636  9.636457   Pave  None      Reg
## 1847 1847   4.394449       RL    4.234107  9.654064   Pave  None      Reg
## 1848 1848   3.044522       RL    4.234107  9.105091   Pave  None      Reg
## 1849 1849   3.044522       RL    4.234107  9.657331   Pave  None      IR1
## 1850 1850   3.044522       RL    4.234107  9.166597   Pave  None      Reg
## 1851 1851   4.110874       RL    3.931826  9.143239   Pave  None      Reg
## 1852 1852   3.044522       RL    4.143135  8.914761   Pave  None      Reg
## 1853 1853   4.795791       RL    3.761200  8.351375   Pave  None      Reg
## 1854 1854   4.394449       RL    4.317488  9.285355   Pave  None      IR1
## 1855 1855   4.394449       RL    4.204693  9.865578   Pave  None      IR1
## 1856 1856   4.110874       RL    4.454347  9.264923   Pave  None      Reg
## 1857 1857   4.262680       RL    4.795791 10.181157   Pave  None      Reg
## 1858 1858   4.510860       RL    4.174387  8.856376   Pave  None      Reg
## 1859 1859   4.510860       RL    4.174387  8.856376   Pave  None      Reg
## 1860 1860   4.510860       RL    4.174387  8.859505   Pave  None      Reg
## 1861 1861   4.510860       RL    4.174387  8.854808   Pave  None      Reg
## 1862 1862   4.510860       RL    4.234107  9.380589   Pave  None      Reg
## 1863 1863   4.510860       RL    4.234107  8.979669   Pave  None      Reg
## 1864 1864   4.510860       RL    4.234107  8.984318   Pave  None      Reg
## 1865 1865   3.044522       RL    4.442651  9.299632   Pave  None      Reg
## 1866 1866   3.044522       RL    4.189655  9.288874   Pave  None      IR1
## 1867 1867   3.044522       RL    4.276666  9.124674   Pave  None      Reg
## 1868 1868   3.044522       RL    4.356709  9.343384   Pave  None      IR1
## 1869 1869   3.044522       RL    4.174387  8.819222   Pave  None      Reg
## 1870 1870   3.044522       RL    4.564348  9.242323   Pave  None      IR1
## 1871 1871   3.044522       RL    4.369448  9.362718   Pave  None      Reg
## 1872 1872   4.110874       RL    4.382027  9.362804   Pave  None      IR1
## 1873 1873   4.110874       RL    4.234107  9.723104   Pave  None      IR1
## 1874 1874   3.044522       RL    4.189655  9.185843   Pave  None      Reg
## 1875 1875   3.044522       RL    4.189655  9.599270   Pave  None      IR2
## 1876 1876   4.110874       RL    4.262680  9.076923   Pave  None      Reg
## 1877 1877   3.044522       RL    4.189655  9.281730   Pave  None      IR1
## 1878 1878   3.044522       RL    4.330733  9.320718   Pave  None      Reg
## 1879 1879   3.044522       RL    4.234107  9.697078   Pave  None      IR1
## 1880 1880   3.044522       RL    4.343805  8.846641   Pave  None      IR1
## 1881 1881   3.044522       RL    4.510860  9.364348   Pave  None      Reg
## 1882 1882   4.110874       RL    4.234107  9.420196   Pave  None      IR1
## 1883 1883   4.110874       RL    4.262680  9.076809   Pave  None      Reg
## 1884 1884   4.110874       RL    4.234107  9.328212   Pave  None      Reg
## 1885 1885   3.044522       RL    4.510860  9.664659   Pave  None      Reg
## 1886 1886   3.044522       RL    4.234107  9.455871   Pave  None      Reg
## 1887 1887   3.044522       RL    4.262680  9.076923   Pave  None      Reg
## 1888 1888   3.044522       RL    4.454347  9.230241   Pave  None      Reg
## 1889 1889   4.110874       RL    4.454347  9.311994   Pave  None      Reg
## 1890 1890   3.044522       RL    4.394449  9.276409   Pave  None      Reg
## 1891 1891   5.198497       RM    3.583519  8.209580   Pave  None      Reg
## 1892 1892   3.044522       RL    4.174387  8.765771   Pave  None      Reg
## 1893 1893   3.044522       RL    4.262680  9.373139   Pave  None      Reg
## 1894 1894   4.510860       RL    4.189655  9.298992   Pave  None      Reg
## 1895 1895   3.044522       RL    4.262680  9.373139   Pave  None      Reg
## 1896 1896   3.931826       RL    3.828641  9.013474   Pave  Grvl      Reg
## 1897 1897   3.931826       RH    4.262680  8.748464   Pave  Pave      Reg
## 1898 1898   4.262680       RL    3.784190  8.649624   Pave  None      Reg
## 1899 1899   3.433987       RL    4.174387  9.056606   Pave  None      Reg
## 1900 1900   4.262680       RL    3.988984  8.875706   Pave  None      Reg
## 1901 1901   3.931826       RL    4.110874  9.523763   Pave  None      Reg
## 1902 1902   3.044522       RL    4.394449  9.594309   Pave  Grvl      IR1
## 1903 1903   4.510860       RL    4.234107  9.005282   Pave  None      IR1
## 1904 1904   3.044522       RL    4.262680  9.116140   Pave  None      Reg
## 1905 1905   3.044522       RL    4.510860  9.498522   Pave  None      IR1
## 1906 1906   3.931826       RL    4.369448  9.655090   Pave  None      Reg
## 1907 1907   3.044522       RL    4.615121  9.770013   Pave  None      Reg
## 1908 1908   5.081404       RM    3.218876  7.458186   Pave  None      Reg
## 1909 1909   5.081404       RM    3.218876  7.305860   Pave  None      Reg
## 1910 1910   5.081404       RM    3.218876  7.385851   Pave  None      Reg
## 1911 1911   4.394449       RL    4.234107  9.518413   Pave  None      IR1
## 1912 1912   3.044522       RL    4.234107  9.775541   Pave  None      Reg
## 1913 1913   4.262680       RM    3.931826  9.066585   Pave  None      Reg
## 1914 1914   3.433987  C (all)    4.110874  9.230241   Pave  Grvl      Reg
## 1915 1915   4.795791       RM    3.806662  8.254269   Pave  None      IR1
## 1917 1917   4.110874       RL    4.330733  9.222862   Pave  None      Reg
## 1918 1918   4.454347       RL    4.330733  9.185125   Pave  None      Reg
## 1919 1919   4.454347       RL    4.290459  9.144307   Pave  None      Reg
## 1920 1920   3.044522       RL    4.418841  9.312084   Pave  None      Reg
## 1921 1921   3.044522       RL    4.736198  9.505916   Pave  None      IR1
## 1922 1922   3.044522       RL    4.382027  9.579418   Pave  None      IR1
## 1923 1923   4.110874       RL    4.234107  9.194211   Pave  None      IR1
## 1924 1924   4.394449       RL    4.836282  9.576371   Pave  None      IR1
## 1925 1925   4.110874       RL    4.330733  9.122383   Pave  None      IR1
## 1926 1926   3.044522       RL    4.454347  9.444147   Pave  None      IR1
## 1927 1927   3.044522       RL    4.330733  9.435003   Pave  None      IR1
## 1928 1928   3.044522       RL    4.430817  9.501815   Pave  None      IR1
## 1929 1929   4.454347       RL    3.931826  8.947676   Pave  None      IR1
## 1930 1930   4.394449       RL    4.143135  8.949884   Pave  None      Reg
## 1931 1931   4.454347       RL    4.262680  8.945072   Pave  None      Reg
## 1932 1932   4.110874       RL    4.143135  9.252442   Pave  None      Reg
## 1933 1933   4.110874       RL    4.262680  9.255123   Pave  None      IR1
## 1934 1934   4.110874       RL    4.290459  9.071423   Pave  None      IR1
## 1935 1935   4.110874       RL    4.189655  9.004545   Pave  None      Reg
## 1936 1936   4.110874       RL    4.094345  9.162829   Pave  None      IR1
## 1937 1937   4.110874       RL    4.234107  9.618402   Pave  None      IR2
## 1938 1938   3.044522       RL    3.988984  9.556621   Pave  None      IR1
## 1939 1939   4.795791       RL    3.828641  8.742734   Pave  None      IR1
## 1940 1940   4.795791       RL    3.688879  8.531293   Pave  None      IR1
## 1941 1941   4.110874       RL    4.304065  9.322329   Pave  None      IR1
## 1942 1942   4.110874       RL    4.234107  9.551658   Pave  None      Reg
## 1943 1943   4.795791       RL    4.189655  8.691315   Pave  None      IR1
## 1944 1944   4.110874       RL    4.624973  9.513699   Pave  None      IR1
## 1945 1945   3.044522       RL    3.988984  9.642253   Pave  None      IR1
## 1947 1947   4.795791       RL    4.110874  9.001962   Pave  None      Reg
## 1948 1948   3.044522       RL    4.234107 10.763864   Pave  None      IR1
## 1949 1949   3.044522       RL    4.158883  9.447860   Pave  None      IR1
## 1950 1950   3.044522       RL    4.234107  9.289706   Pave  None      IR1
## 1951 1951   3.044522       RL    4.043051  9.828764   Pave  None      IR1
## 1952 1952   3.044522       RL    4.454347  9.578519   Pave  None      Reg
## 1953 1953   3.044522       RL    4.510860  9.477998   Pave  None      Reg
## 1954 1954   4.110874       RL    4.394449  9.249657   Pave  None      Reg
## 1955 1955   4.110874       RL    4.330733  9.184407   Pave  None      Reg
## 1956 1956   4.110874       RL    4.234107  9.434443   Pave  None      IR1
## 1957 1957   3.044522       RL    4.394449  9.249657   Pave  None      Reg
## 1958 1958   4.110874       RL    4.234107  9.568854   Pave  None      IR1
## 1959 1959   4.510860       RL    4.110874  9.105091   Pave  None      Reg
## 1960 1960   3.044522       RL    4.234107  9.239511   Pave  None      Reg
## 1961 1961   3.044522       RL    4.158883  8.930759   Pave  None      Reg
## 1962 1962   5.081404       RM    3.091042  7.427144   Pave  None      Reg
## 1963 1963   5.081404       RM    3.091042  7.544861   Pave  None      Reg
## 1964 1964   5.081404       RM    3.091042  7.427144   Pave  None      Reg
## 1965 1965   5.081404       RL    3.218876  7.744570   Pave  None      Reg
## 1966 1966   4.795791       RL    3.218876  7.835975   Pave  None      Reg
## 1967 1967   3.044522       RL    4.595120  9.449751   Pave  None      Reg
## 1968 1968   3.044522       RL    4.663439  9.524713   Pave  None      Reg
## 1969 1969   3.044522       RL    4.653960  9.576302   Pave  None      IR1
## 1970 1970   4.110874       RL    4.691348  9.504427   Pave  None      Reg
## 1971 1971   4.110874       RL    4.574711  9.436679   Pave  None      Reg
## 1972 1972   4.110874       RL    4.634729  9.405249   Pave  None      IR1
## 1973 1973   4.110874       RL    4.317488  9.093807   Pave  None      Reg
## 1974 1974   4.110874       RL    4.454347  9.266248   Pave  None      IR1
## 1975 1975   3.044522       RL    4.672829  9.451009   Pave  None      Reg
## 1976 1976   3.044522       RL    4.532599  9.291552   Pave  None      IR1
## 1977 1977   4.110874       RL    4.875197  9.735128   Pave  None      Reg
## 1978 1978   4.110874       RL    4.727388  9.708202   Pave  None      IR1
## 1979 1979   4.795791       RL    4.077537  9.221379   Pave  None      IR1
## 1980 1980   4.795791       RL    4.912655  9.417761   Pave  None      IR3
## 1981 1981   4.795791       RL    4.499810  9.015906   Pave  None      IR1
## 1982 1982   4.795791       RL    3.891820  8.738896   Pave  None      Reg
## 1983 1983   4.795791       RL    3.891820  8.738896   Pave  None      Reg
## 1984 1984   5.081404       RL    3.610918  7.803435   Pave  None      Reg
## 1985 1985   4.795791       RL    4.234107  8.279190   Pave  None      Reg
## 1986 1986   4.795791       RM    4.234107  8.279190   Pave  None      Reg
## 1987 1987   3.044522       RL    3.988984  8.219057   Pave  None      Reg
## 1988 1988   4.110874       RL    4.394449  9.107754   Pave  None      IR1
## 1989 1989   4.110874       RL    4.234107  8.988571   Pave  None      IR1
## 1990 1990   4.110874       RL    4.234107  9.035630   Pave  None      IR1
## 1991 1991   4.795791       RL    4.025352  8.895904   Pave  None      IR1
## 1992 1992   4.110874       RL    4.276666  9.014447   Pave  None      IR1
## 1993 1993   4.110874       RL    4.234107  8.955577   Pave  None      Reg
## 1994 1994   4.110874       RL    3.737670  9.430359   Pave  None      IR1
## 1995 1995   4.110874       RL    4.356709  9.034915   Pave  None      IR1
## 1996 1996   4.330733       RL    4.442651  9.175852   Pave  None      Reg
## 1997 1997   4.110874       RL    4.234107  9.305741   Pave  None      Reg
## 1998 1998   3.044522       RL    4.919981  9.365291   Pave  None      IR1
## 1999 1999   4.110874       RL    4.584967  9.304832   Pave  None      IR1
## 2000 2000   4.110874       RL    4.234107  9.386812   Pave  None      IR1
## 2001 2001   4.110874       RL    4.521789  9.211440   Pave  None      Reg
## 2002 2002   3.044522       RL    4.317488  9.492055   Pave  None      IR1
## 2003 2003   4.110874       RL    4.304065  9.190342   Pave  None      Reg
## 2004 2004   4.110874       RL    4.394449  9.151545   Pave  None      Reg
## 2005 2005   3.044522       RL    4.477337  9.214133   Pave  None      Reg
## 2006 2006   3.044522       FV    4.290459  9.064274   Pave  None      Reg
## 2007 2007   3.044522       FV    4.454347  9.271059   Pave  None      Reg
## 2008 2008   3.044522       FV    4.143135  8.922792   Pave  Pave      Reg
## 2009 2009   4.110874       RL    4.234107  9.221379   Pave  None      Reg
## 2010 2010   4.110874       RL    4.219508  9.455245   Pave  None      Reg
## 2011 2011   3.044522       RL    4.158883  9.478304   Pave  None      Reg
## 2012 2012   3.044522       RL    4.406719  9.133567   Pave  None      Reg
## 2013 2013   4.110874       RL    4.189655  9.042395   Pave  None      IR1
## 2014 2014   4.110874       RL    3.931826  9.045584   Pave  None      IR1
## 2015 2015   4.110874       RL    3.784190  9.586445   Pave  None      IR2
## 2016 2016   4.110874       RL    4.189655  9.042040   Pave  None      Reg
## 2017 2017   4.110874       RL    4.330733  9.022323   Pave  None      Reg
## 2018 2018   3.044522       RL    4.262680  9.116140   Pave  None      Reg
## 2019 2019   3.044522       RL    4.330733  8.999743   Pave  None      Reg
## 2020 2020   5.252273       RL    4.189655  9.042040   Pave  None      Reg
## 2021 2021   3.044522       RL    4.110874  8.757941   Pave  None      Reg
## 2022 2022   3.044522       RL    4.564348  9.878631   Pave  None      Reg
## 2023 2023   3.931826       RL    4.262680  9.283591   Pave  None      Reg
## 2024 2024   4.110874       RL    4.234107  9.127611   Pave  None      IR1
## 2025 2025   4.110874       RL    4.663439  9.308011   Pave  None      Reg
## 2026 2026   4.795791       FV    3.637586  8.142063   Pave  Pave      IR1
## 2027 2027   5.081404       FV    3.433987  8.064951   Pave  Pave      Reg
## 2028 2028   5.081404       FV    3.433987  8.064951   Pave  Pave      Reg
## 2029 2029   5.081404       FV    3.218876  7.732369   Pave  Pave      Reg
## 2030 2030   4.795791       FV    4.234107  8.469263   Pave  None      IR1
## 2031 2031   4.795791       FV    4.234107  8.420462   Pave  None      IR1
## 2032 2032   4.795791       FV    3.761200  8.386173   Pave  None      IR1
## 2033 2033   4.795791       FV    3.583519  8.321178   Pave  None      IR1
## 2034 2034   5.081404       FV    3.218876  7.678326   Pave  Pave      Reg
## 2035 2035   4.110874       FV    4.382027  9.273033   Pave  None      IR1
## 2036 2036   5.081404       FV    3.218876  7.880804   Pave  Pave      Reg
## 2037 2037   5.081404       FV    3.218876  7.880804   Pave  Pave      Reg
## 2038 2038   5.081404       FV    3.610918  8.281977   Pave  Pave      IR1
## 2039 2039   4.795791       RL    3.135494  9.311542   Pave  None      IR2
## 2040 2040   4.110874       RL    4.234107 10.109404   Pave  None      IR1
## 2041 2041   3.044522       RL    4.644391  9.697754   Pave  None      Reg
## 2042 2042   4.110874       FV    4.234107  8.922792   Pave  None      Reg
## 2043 2043   4.394449       RL    4.234107  9.315151   Pave  None      IR1
## 2044 2044   3.044522       RL    4.454347  9.310276   Pave  None      Reg
## 2045 2045   3.044522       RL    4.234107  9.641343   Pave  None      IR1
## 2046 2046   4.510860       RL    4.330733  9.185125   Pave  None      Reg
## 2047 2047   4.110874       RL    4.304065  9.084210   Pave  None      Reg
## 2048 2048   3.044522       RL    4.189655  9.002824   Pave  None      Reg
## 2049 2049   4.510860       RL    4.290459  9.312265   Pave  None      IR1
## 2050 2050   4.110874       RL    4.234107  9.499721   Pave  None      IR1
## 2051 2051   3.044522       RL    4.317488  8.960083   Pave  None      IR1
## 2052 2052   3.044522       RL    4.510860  9.200391   Pave  None      Reg
## 2053 2053   3.044522       RL    4.234107  9.335474   Pave  None      IR1
## 2054 2054   4.262680       RL    3.931826  8.493515   Pave  None      IR1
## 2055 2055   3.044522       RL    4.394449  9.169623   Pave  None      Reg
## 2056 2056   3.044522       RL    4.394449  9.169623   Pave  None      Reg
## 2057 2057   3.044522       RL    4.158883  8.933928   Pave  None      Reg
## 2058 2058   4.110874       RL    4.510860  9.593628   Pave  None      Reg
## 2059 2059   3.044522       RL    4.317488  9.088963   Pave  None      Reg
## 2060 2060   3.044522       RL    4.418841  9.194313   Pave  None      Reg
## 2061 2061   3.044522       RL    4.510860  9.488048   Pave  None      IR1
## 2062 2062   3.044522       RL    4.330733  9.252058   Pave  None      Reg
## 2063 2063   3.044522       RL    4.110874  9.355047   Pave  None      Reg
## 2064 2064   3.044522       RL    4.634729  9.145695   Pave  None      IR1
## 2065 2065   3.044522       RL    4.234107  9.455245   Pave  None      Reg
## 2066 2066   3.044522       RL    4.564348  9.564582   Pave  None      Reg
## 2067 2067   3.044522       RL    4.276666  9.086929   Pave  None      Reg
## 2068 2068   4.510860       RL    4.343805  9.428431   Pave  None      Reg
## 2069 2069   3.044522       RL    4.110874  9.222565   Pave  None      Reg
## 2070 2070   3.931826       RL    3.828641  8.923591   Pave  None      Reg
## 2071 2071   3.433987       RL    4.110874  8.594339   Pave  None      Reg
## 2072 2072   3.931826       RL    4.110874  9.290721   Pave  Grvl      Reg
## 2073 2073   3.044522       RL    4.369448  9.228279   Pave  None      IR1
## 2074 2074   3.044522       RL    4.343805  9.337502   Pave  None      IR1
## 2075 2075   3.044522       RL    4.234107  9.467305   Pave  None      IR1
## 2076 2076   3.044522       RL    4.110874  8.881975   Pave  None      Reg
## 2077 2077   3.044522       RL    4.394449  8.987322   Pave  None      Reg
## 2078 2078   3.044522       RL    4.394449  8.987322   Pave  None      Reg
## 2079 2079   3.931826       RL    4.110874  8.995289   Pave  None      Reg
## 2080 2080   3.828641       RL    4.174387  8.762646   Pave  None      Reg
## 2081 2081   3.931826       RL    4.110874  8.881975   Pave  None      Reg
## 2082 2082   4.510860       RL    4.736198  9.049467   Pave  None      Reg
## 2083 2083   3.931826       RL    4.110874  8.881975   Pave  None      Reg
## 2084 2084   3.044522       RL    4.110874  8.881975   Pave  None      Reg
## 2085 2085   3.044522       RL    4.248495  8.934719   Pave  None      Reg
## 2086 2086   3.044522       RM    4.043051  9.193906   Pave  Grvl      Reg
## 2087 2087   3.931826       RM    4.060443  9.125327   Pave  Grvl      Reg
## 2088 2088   4.262680       RM    4.394449  8.476580   Pave  Grvl      Reg
## 2089 2089   3.433987       RM    4.110874  8.476580   Pave  None      Reg
## 2090 2090   4.330733       RM    4.110874  8.699681   Pave  None      Reg
## 2091 2091   5.252273       RM    4.158883  9.343734   Pave  Grvl      Reg
## 2092 2092   3.931826       RM    4.158883  8.939712   Pave  None      Reg
## 2093 2093   3.931826       RM    4.406719  8.896862   Pave  None      Reg
## 2094 2094   3.433987       RM    4.110874  8.594339   Pave  None      Reg
## 2095 2095   5.252273       RM    4.110874  9.287394   Pave  Grvl      Reg
## 2096 2096   3.433987       RM    4.110874  8.818334   Pave  None      Reg
## 2097 2097   3.931826       RM    3.806662  8.685247   Pave  Grvl      Reg
## 2098 2098   3.931826       RM    4.330733  9.105091   Pave  None      Reg
## 2099 2099   3.044522       RM    4.143135  8.897272   Pave  None      Reg
## 2100 2100   3.044522       RM    4.644391  9.409683   Pave  None      Reg
## 2101 2101   5.252273       RM    4.248495  9.120744   Pave  None      Reg
## 2102 2102   4.330733       RM    3.988984  8.585039   Pave  None      Reg
## 2103 2103   3.931826       RM    4.248495  9.120853   Pave  Grvl      Reg
## 2104 2104   5.252273       RM    4.110874  9.169623   Pave  Grvl      Reg
## 2105 2105   4.262680       RM    4.110874  8.699681   Pave  Grvl      Reg
## 2106 2106   4.262680       RM    4.110874  9.336180   Pave  None      Reg
## 2107 2107   4.262680       RM    4.110874  9.287394   Pave  None      Reg
## 2108 2108   3.044522       RM    4.189655  9.185125   Pave  None      Reg
## 2109 2109   3.044522       RM    3.970292  9.049819   Pave  None      Reg
## 2110 2110   3.433987       RL    4.025352  8.869539   Pave  None      IR1
## 2111 2111   3.931826       RM    4.234107  8.912743   Pave  None      IR1
## 2112 2112   3.931826       RL    4.234107  8.855236   Pave  None      Reg
## 2113 2113   3.931826       RM    3.931826  8.517393   Pave  None      Reg
## 2114 2114   4.262680       RM    4.094345  8.677780   Pave  None      Reg
## 2115 2115   3.931826       RM    3.931826  8.699681   Pave  None      Reg
## 2116 2116   3.433987       RM    3.931826  8.699681   Pave  None      Reg
## 2117 2117   3.931826       RM    3.931826  8.699681   Pave  None      Reg
## 2118 2118   3.931826       RM    3.931826  8.699681   Pave  None      Reg
## 2119 2119   3.828641       RM    3.931826  8.517393   Pave  None      Reg
## 2120 2120   3.931826       RM    4.110874  8.616314   Pave  None      IR1
## 2122 2122   3.931826       RM    3.970292  8.738896   Pave  None      Reg
## 2123 2123   3.433987       RM    4.234107  8.719481   Pave  None      Reg
## 2124 2124   3.931826       RM    3.970292  8.738896   Pave  None      Reg
## 2125 2125   4.262680       RM    3.951244  8.719481   Pave  None      Reg
## 2126 2126   3.931826       RL    4.110874  9.120963   Pave  Pave      Reg
## 2127 2127   4.110874       RM    4.060443  8.999002   Pave  Grvl      Reg
## 2128 2128   3.931826       RM    4.158883  8.377471   Pave  None      Reg
## 2129 2129   3.433987       RM    4.234107  8.747034   Grvl  None      IR1
## 2130 2130   4.262680       RM    4.110874  9.236690   Pave  None      Reg
## 2131 2131   3.931826       RM    4.110874  8.835938   Pave  None      Reg
## 2132 2132   3.931826       RM    4.234107  9.241936   Pave  Grvl      Reg
## 2133 2133   3.433987       RM    4.110874  8.881975   Pave  None      Reg
## 2134 2134   3.931826       RM    4.143135  8.854665   Pave  None      Reg
## 2135 2135   3.433987       RM    4.110874  9.241936   Pave  None      Reg
## 2136 2136   5.252273       RM    4.110874  9.241936   Pave  Grvl      Reg
## 2137 2137   3.044522       RL    4.418841  9.157889   Pave  None      Reg
## 2138 2138   4.454347       RL    4.234107  9.326878   Pave  None      Reg
## 2139 2139   4.394449       RL    4.394449  9.473858   Pave  None      Reg
## 2140 2140   3.044522       RL    4.234107  9.236593   Pave  None      IR1
## 2141 2141   4.454347       RL    4.234107  8.949495   Pave  None      IR1
## 2142 2142   3.044522       RL    4.234107  9.208539   Pave  None      IR1
## 2143 2143   4.454347       RL    4.234107  8.909370   Pave  None      IR1
## 2144 2144   5.252273       RL    4.110874  9.465060   Pave  None      Reg
## 2145 2145   3.044522       RL    4.553877  9.131297   Pave  None      Reg
## 2146 2146   3.044522       RL    4.488636  9.559306   Pave  None      Reg
## 2147 2147   5.252273       RL    4.234107  9.262268   Pave  None      Reg
## 2148 2148   3.931826       RL    4.158883  9.033126   Pave  None      Reg
## 2149 2149   4.394449       RL    4.234107  9.230241   Pave  None      Reg
## 2150 2150   3.044522       RL    4.418841  9.916947   Pave  None      IR1
## 2151 2151   3.931826       RL    3.931826  8.554682   Pave  None      Reg
## 2153 2153   3.044522       RL    4.234107  9.166597   Pave  None      Reg
## 2154 2154   4.510860       RL    3.931826  9.143239   Pave  None      Reg
## 2155 2155   4.110874       RL    3.931826  9.144307   Pave  None      Reg
## 2156 2156   4.110874       RL    4.234107  9.187276   Pave  None      IR3
## 2157 2157   3.044522       RL    4.394449  9.204222   Pave  None      Reg
## 2158 2158   4.110874       RL    4.234107  9.559023   Pave  None      IR2
## 2159 2159   4.394449       RL    4.454347  9.263123   Pave  None      IR1
## 2160 2160   4.110874       RL    4.189655  9.270212   Pave  None      IR1
## 2161 2161   3.044522       RL    4.189655  9.142704   Pave  None      IR1
## 2162 2162   3.044522       RL    4.521789  9.374074   Pave  None      Reg
## 2163 2163   3.044522       RL    4.521789  9.374074   Pave  None      Reg
## 2164 2164   4.394449       RL    4.234107  9.346182   Pave  None      IR2
## 2165 2165   3.044522       RL    4.234107  9.350189   Pave  None      IR1
## 2166 2166   3.044522       RL    4.189655  9.185125   Pave  None      Reg
## 2167 2167   3.044522       RL    4.234107  9.070733   Pave  None      IR1
## 2168 2168   4.110874       RL    4.234107  9.483645   Pave  None      IR1
## 2169 2169   4.110874       RL    4.234107  9.104869   Pave  None      IR1
## 2170 2170   4.110874       RL    4.330733  9.408617   Pave  None      IR1
## 2171 2171   3.044522       RL    4.234107  9.413363   Pave  None      IR1
## 2172 2172   3.044522       RL    4.234107  9.128805   Pave  None      IR1
## 2173 2173   3.044522       RL    3.713572  9.570180   Pave  None      IR1
## 2174 2174   4.110874       RL    4.234107  9.249657   Pave  None      Reg
## 2175 2175   4.110874       RL    4.234107  9.182044   Pave  None      IR1
## 2176 2176   3.044522       RL    4.234107  9.606496   Pave  None      IR2
## 2177 2177   4.110874       RL    3.737670  9.297068   Pave  None      IR2
## 2178 2178   4.110874       RL    4.574711  9.366575   Pave  None      IR1
## 2179 2179   4.795791       RM    4.234107  8.395477   Pave  None      Reg
## 2180 2180   4.510860       RM    4.430817  9.222960   Pave  None      Reg
## 2181 2181   3.044522       RL    4.330733  9.185125   Pave  None      Reg
## 2182 2182   3.044522       RL    4.454347  9.311000   Pave  None      Reg
## 2183 2183   3.044522       RL    4.317488  9.172431   Pave  None      Reg
## 2184 2184   3.044522       RL    4.330733  9.192787   Pave  None      Reg
## 2185 2185   4.454347       RL    4.174387  9.401209   Pave  None      Reg
## 2186 2186   3.044522       RL    4.189655  8.779711   Pave  None      Reg
## 2187 2187   4.394449       RL    4.234107  9.173573   Pave  None      IR1
## 2188 2188   4.110874       RL    4.290459  8.881975   Pave  None      Reg
## 2190 2190   4.510860       RL    4.189655  8.701679   Pave  None      Reg
## 2191 2191   4.510860       RL    4.317488  8.831420   Pave  None      Reg
## 2192 2192   5.252273       RL    4.043051  8.843904   Pave  None      Reg
## 2193 2193   3.931826       RL    4.110874  9.407633   Pave  None      Reg
## 2194 2194   3.931826       RL    4.060443  8.993552   Pave  None      Reg
## 2195 2195   3.044522       RL    4.234107  9.161255   Pave  None      Reg
## 2196 2196   4.394449       RL    4.143135  8.948066   Pave  None      Reg
## 2197 2197   3.433987       RL    4.219508  8.545392   Pave  None      Reg
## 2198 2198   3.433987       RL    4.110874  8.894396   Pave  None      Reg
## 2199 2199   4.510860       RL    4.174387  8.962520   Pave  None      Reg
## 2200 2200   4.262680       RL    4.204693  9.101641   Pave  None      Reg
## 2201 2201   3.931826       RL    4.158883  9.652780   Pave  None      Reg
## 2202 2202   4.262680       RL    4.007333  8.937218   Pave  None      Reg
## 2203 2203   4.262680       RL    4.234107  9.174817   Pave  None      IR1
## 2204 2204   3.931826       RL    4.234107  9.367430   Pave  Grvl      IR1
## 2205 2205   3.931826       RL    4.234107  9.133567   Pave  Grvl      IR1
## 2206 2206   3.044522       RL    4.382027  8.962135   Pave  None      IR1
## 2207 2207   4.262680       RL    4.615121  9.176887   Pave  None      IR1
## 2208 2208   3.931826       RL    4.262680  9.424887   Pave  None      Reg
## 2209 2209   3.044522       RL    4.043051 10.168694   Pave  None      IR1
## 2210 2210   5.081404       RM    3.218876  7.539027   Pave  None      Reg
## 2211 2211   3.433987       RM    3.931826  8.853808   Pave  None      Reg
## 2212 2212   3.931826       RM    4.110874  8.699681   Pave  None      Reg
## 2213 2213   3.931826       RM    4.077537  9.006509   Pave  None      Reg
## 2214 2214   4.394449       RM    4.330733  8.699681   Pave  None      Reg
## 2215 2215   3.433987       RM    4.110874  8.908289   Pave  None      Reg
## 2216 2216   3.931826       RM    4.330733  9.105091   Pave  None      Reg
## 2218 2218   4.262680  C (all)    4.110874  8.571871   Pave  None      Reg
## 2219 2219   3.931826  C (all)    3.970292  8.546946   Pave  None      Reg
## 2220 2220   4.262680  C (all)    4.110874  9.105091   Grvl  None      Reg
## 2221 2221   4.795791       RM    3.806662  8.254269   Pave  None      IR1
## 2222 2222   4.795791       RM    3.806662  8.245909   Pave  None      IR1
## 2223 2223   3.044522       RL    4.234107 10.074537   Pave  None      IR2
## 2224 2224   4.110874       RL    4.234107  9.310276   Pave  None      Reg
## 2225 2225   4.510860       RL    4.343805  9.236106   Pave  None      Reg
## 2226 2226   3.044522       RL    4.317488  9.209440   Pave  None      Reg
## 2227 2227   4.795791       RL    3.761200  8.315077   Pave  None      IR1
## 2228 2228   3.044522       RL    4.317488  9.355652   Pave  None      IR1
## 2229 2229   4.110874       RL    4.682131  9.461333   Pave  None      IR1
## 2230 2230   4.394449       RL    4.304065  9.190444   Pave  None      Reg
## 2231 2231   4.110874       RL    4.406719  9.394244   Pave  None      IR1
## 2232 2232   3.044522       RL    4.330733  9.464285   Pave  None      IR1
## 2233 2233   3.044522       RL    4.543295  9.812797   Pave  None      Reg
## 2234 2234   3.044522       RL    4.418841  9.323937   Pave  None      IR1
## 2235 2235   3.044522       RL    4.234107  8.976641   Pave  None      IR1
## 2236 2236   3.044522       RL    4.382027  9.345745   Pave  None      IR1
## 2237 2237   3.044522       RL    4.454347  9.345570   Pave  None      IR1
## 2238 2238   4.510860       RM    4.584967  9.098403   Pave  None      IR1
## 2239 2239   3.044522       RL    4.356709  9.135509   Pave  None      Reg
## 2240 2240   4.795791       RM    3.496508  8.412055   Pave  None      Reg
## 2241 2241   4.454347       RL    5.017280  9.556621   Pave  None      Reg
## 2242 2242   4.795791       RM    4.234107  8.348775   Pave  None      Reg
## 2243 2243   5.081404       RM    3.737670  7.888335   Pave  None      Reg
## 2244 2244   5.198497       RM    3.091042  7.588324   Pave  None      Reg
## 2245 2245   5.198497       RM    3.091042  7.375882   Pave  None      Reg
## 2246 2246   3.044522       RL    4.234107  9.797015   Pave  None      IR1
## 2247 2247   5.081404       RM    3.091042  7.298445   Pave  None      Reg
## 2248 2248   3.044522       RL    4.094345  8.778172   Pave  None      Reg
## 2249 2249   3.044522       RL    4.110874  8.794976   Pave  None      Reg
## 2250 2250   3.044522       RL    4.317488  9.425129   Pave  None      Reg
## 2252 2252   3.044522       RL    4.454347  9.275004   Pave  None      Reg
## 2253 2253   4.394449       RL    4.043051  9.090768   Pave  None      IR1
## 2254 2254   4.394449       RL    4.234107  9.225032   Pave  None      IR1
## 2255 2255   4.110874       RL    4.234107  9.063926   Pave  None      IR1
## 2256 2256   4.110874       RL    4.158883  8.971575   Pave  None      Reg
## 2257 2257   4.110874       RL    4.110874  8.922792   Pave  None      Reg
## 2258 2258   3.044522       RL    4.234107  9.165029   Pave  None      IR1
## 2259 2259   4.110874       RL    4.234107  8.943245   Pave  None      IR1
## 2260 2260   3.044522       RL    5.081404  9.807032   Grvl  None      Reg
## 2261 2261   4.795791       RL    3.663562  8.464003   Pave  None      IR1
## 2262 2262   4.795791       RL    3.583519  8.540714   Pave  None      IR1
## 2263 2263   4.110874       RL    4.595120  9.419709   Pave  None      IR1
## 2264 2264   3.044522       RL    3.970292 10.858518   Pave  None      IR1
## 2265 2265   5.252273       RL    5.278115 10.635879   Pave  None      IR1
## 2266 2266   4.795791       RL    4.127134  8.991687   Pave  None      IR1
## 2267 2267   3.044522       RL    4.454347  9.552724   Pave  None      IR1
## 2268 2268   3.044522       RL    4.406719  9.537556   Pave  None      IR1
## 2269 2269   3.044522       RL    4.234107  9.302099   Pave  None      IR1
## 2270 2270   4.110874       RL    4.369448  9.400217   Pave  None      Reg
## 2271 2271   3.044522       RL    4.543295  9.417355   Pave  None      Reg
## 2272 2272   4.110874       RL    4.127134  9.336092   Pave  None      IR1
## 2273 2273   3.044522       RL    4.382027  9.380168   Pave  None      Reg
## 2274 2274   3.044522       RL    4.394449  9.249657   Pave  None      Reg
## 2275 2275   3.044522       RL    4.859812  9.472858   Pave  None      IR1
## 2276 2276   4.394449       RL    4.174387  9.104091   Pave  None      IR1
## 2277 2277   4.110874       RL    4.394449  8.987322   Pave  None      Reg
## 2278 2278   3.044522       RL    4.158883  9.154616   Pave  None      Reg
## 2279 2279   3.044522       RL    4.204693  8.977273   Pave  None      Reg
## 2280 2280   3.044522       RL    4.234107  9.752665   Pave  None      Reg
## 2281 2281   4.795791       RH    3.526361  8.322151   Pave  None      IR1
## 2282 2282   4.795791       RH    3.295837  9.300547   Pave  None      IR2
## 2283 2283   5.081404       RM    3.091042  7.698936   Pave  None      Reg
## 2284 2284   5.081404       RM    3.091042  7.629976   Pave  None      Reg
## 2285 2285   4.795791       RL    3.218876  7.742836   Pave  None      Reg
## 2286 2286   3.044522       RL    4.189655  8.875007   Pave  None      Reg
## 2287 2287   3.044522       RL    4.574711  9.431081   Pave  None      Reg
## 2288 2288   3.044522       RL    4.521789  9.378056   Pave  None      Reg
## 2289 2289   3.044522       RL    4.709530  9.570390   Pave  None      Reg
## 2290 2290   4.110874       RL    4.682131  9.520909   Pave  None      Reg
## 2291 2291   4.110874       RL    4.709530  9.506065   Pave  None      Reg
## 2292 2292   3.044522       RL    4.663439  9.644199   Pave  None      Reg
## 2293 2293   3.044522       RL    4.682131  9.539068   Pave  None      Reg
## 2294 2294   4.110874       RL    4.779123  9.521861   Pave  None      IR1
## 2295 2295   3.044522       RL    4.094345  9.750919   Pave  None      IR2
## 2296 2296   4.110874       RL    4.905275  9.720766   Pave  None      IR1
## 2297 2297   4.110874       RL    4.418841  9.180912   Pave  None      IR1
## 2298 2298   3.044522       RL    4.553877  9.519001   Pave  None      IR1
## 2299 2299   4.110874       RL    4.605170  9.478075   Pave  None      IR1
## 2300 2300   4.110874       RL    4.709530  9.566475   Pave  None      Reg
## 2301 2301   4.110874       RL    4.234107  9.438989   Pave  None      Reg
## 2302 2302   3.044522       RL    4.262680  9.203014   Pave  None      IR1
## 2303 2303   3.044522       RL    4.276666  9.132919   Pave  None      IR1
## 2304 2304   4.110874       RL    4.532599  9.281078   Pave  None      IR1
## 2305 2305   4.795791       RL    3.555348  8.269245   Pave  None      Reg
## 2306 2306   4.795791       RL    3.555348  8.269757   Pave  None      Reg
## 2307 2307   4.795791       RL    3.737670  8.746716   Pave  None      IR1
## 2308 2308   4.795791       RL    3.555348  8.431853   Pave  None      Reg
## 2309 2309   4.795791       RL    3.891820  8.967249   Pave  None      IR1
## 2310 2310   4.795791       RL    3.891820  8.738896   Pave  None      Reg
## 2311 2311   4.795791       RL    3.891820  8.084254   Pave  None      Reg
## 2312 2312   4.110874       RL    4.094345  9.668461   Pave  None      IR1
## 2313 2313   4.110874       RL    4.189655  9.233862   Pave  None      Reg
## 2314 2314   4.110874       RL    4.077537  9.488351   Pave  None      IR1
## 2315 2315   4.110874       RL    4.143135  9.089076   Pave  None      IR1
## 2316 2316   4.110874       RL    4.158883  9.182969   Pave  None      IR1
## 2317 2317   3.044522       RL    4.488636  9.410584   Pave  None      IR1
## 2318 2318   4.110874       RL    4.290459  9.015541   Pave  None      IR1
## 2319 2319   4.110874       RL    4.174387  8.950792   Pave  None      Reg
## 2320 2320   3.044522       RL    4.174387  8.948716   Pave  None      Reg
## 2321 2321   4.795791       RL    4.234107  8.194782   Pave  None      Reg
## 2322 2322   3.044522       RL    3.988984  8.219057   Pave  None      Reg
## 2323 2323   4.394449       RL    4.189655  9.694000   Pave  None      IR2
## 2324 2324   4.394449       RL    4.477337  9.313348   Pave  None      IR1
## 2325 2325   3.044522       RL    4.094345  9.299907   Pave  None      IR1
## 2326 2326   4.394449       RL    4.234107  9.388570   Pave  None      IR1
## 2327 2327   4.110874       RL    4.158883  8.971575   Pave  None      Reg
## 2328 2328   4.110874       RL    4.234107  9.075780   Pave  None      IR1
## 2329 2329   4.110874       RL    4.077537  9.157783   Pave  None      IR1
## 2330 2330   4.110874       RL    4.094345  9.174713   Pave  None      IR1
## 2331 2331   4.110874       RL    4.615121  9.408535   Pave  None      IR1
## 2332 2332   4.110874       RL    4.499810  9.264639   Pave  None      IR1
## 2333 2333   4.110874       RL    4.317488  9.305923   Pave  None      IR1
## 2334 2334   4.110874       RL    4.430817  9.286468   Pave  None      Reg
## 2335 2335   4.110874       RL    4.488636  9.372714   Pave  None      Reg
## 2336 2336   4.110874       RL    4.418841  9.109967   Pave  None      IR1
## 2337 2337   3.044522       RL    4.330733  9.201401   Pave  None      Reg
## 2338 2338   3.044522       RL    4.521789  9.378478   Pave  None      Reg
## 2339 2339   3.044522       RL    4.343805  9.269835   Pave  None      Reg
## 2340 2340   3.044522       RL    4.595120  9.416704   Pave  None      IR1
## 2341 2341   3.044522       RL    4.454347  9.206935   Pave  None      Reg
## 2342 2342   3.044522       RL    4.317488  9.087947   Pave  None      Reg
## 2343 2343   3.044522       RL    4.262680  9.018211   Pave  None      Reg
## 2344 2344   4.110874       RL    4.262680  9.170143   Pave  None      Reg
## 2345 2345   4.110874       RL    4.330733  9.080118   Pave  None      Reg
## 2346 2346   3.044522       FV    4.290459  9.064274   Pave  None      Reg
## 2347 2347   3.044522       FV    4.330733  9.105091   Pave  None      Reg
## 2348 2348   4.110874       FV    4.290459  9.064274   Pave  None      Reg
## 2349 2349   4.110874       FV    4.406719  9.250714   Pave  None      Reg
## 2350 2350   4.110874       FV    4.727388  9.410666   Pave  None      IR1
## 2351 2351   3.044522       FV    4.442651  9.253496   Pave  None      Reg
## 2352 2352   3.044522       FV    4.615121  9.377971   Pave  None      IR1
## 2353 2353   4.110874       FV    4.454347  9.271059   Pave  None      Reg
## 2354 2354   3.044522       RL    4.158883  8.922792   Pave  None      Reg
## 2355 2355   3.044522       RL    4.158883  8.922792   Pave  None      Reg
## 2356 2356   3.044522       RL    4.110874  9.429556   Pave  None      Reg
## 2357 2357   3.044522       RL    4.189655  8.914895   Pave  None      IR1
## 2358 2358   4.110874       RL    4.234107  9.359967   Pave  None      IR2
## 2359 2359   5.081404       RL    3.931826  8.988821   Pave  None      Reg
## 2360 2360   3.044522       RL    4.174387  8.746080   Pave  None      Reg
## 2361 2361   3.044522       RL    4.442651  8.919587   Pave  None      Reg
## 2362 2362   4.110874       RL    4.234107  9.879349   Pave  None      IR1
## 2363 2363   3.044522       RL    3.806662  9.282847   Pave  None      IR1
## 2364 2364   3.044522       RL    3.784190  9.450380   Pave  None      IR1
## 2365 2365   4.795791       FV    3.828641  8.384804   Pave  None      IR1
## 2366 2366   4.795791       FV    4.394449  8.167352   Pave  Pave      IR1
## 2367 2367   4.795791       FV    3.496508  8.238801   Pave  Pave      IR1
## 2368 2368   4.795791       FV    3.713572  8.190632   Pave  Pave      Reg
## 2369 2369   4.795791       FV    3.433987  8.581294   Pave  Pave      IR2
## 2370 2370   5.081404       FV    3.218876  7.732369   Pave  Pave      Reg
## 2371 2371   5.081404       FV    3.218876  7.658228   Pave  None      Reg
## 2372 2372   3.044522       FV    4.304065  8.898639   Pave  Pave      IR1
## 2373 2373   4.110874       FV    4.234107  8.988571   Pave  Pave      IR1
## 2374 2374   4.110874       FV    4.672829  9.037652   Pave  None      IR1
## 2375 2375   4.795791       RL    3.931826  9.155567   Pave  None      IR2
## 2376 2376   3.044522       RL    4.394449  9.392745   Pave  None      Reg
## 2377 2377   3.044522       RL    4.553877  9.785773   Pave  None      IR1
## 2378 2378   3.044522       RL    4.369448  9.367430   Pave  None      Reg
## 2379 2379   4.110874       RL    4.394449  8.987322   Pave  None      Reg
## 2380 2380   4.454347       RL    4.234107  9.073833   Pave  None      IR1
## 2381 2381   3.044522       RL    4.875197  9.367430   Pave  None      Reg
## 2382 2382   3.044522       RL    4.691348  9.337766   Pave  None      IR1
## 2383 2383   3.044522       RL    4.394449  9.164087   Pave  None      Reg
## 2384 2384   4.110874       RL    4.369448  9.262079   Pave  None      Reg
## 2385 2385   3.044522       RL    4.488636  9.281637   Pave  None      IR1
## 2386 2386   3.044522       RL    4.394449  9.287394   Pave  None      Reg
## 2387 2387   3.044522       RL    4.262680  8.993552   Pave  None      Reg
## 2388 2388   4.510860       RL    4.234107  9.296518   Pave  None      IR1
## 2389 2389   3.044522       RL    4.317488  8.916104   Pave  None      IR1
## 2390 2390   3.044522       RL    4.234107  9.572063   Pave  None      IR1
## 2391 2391   3.044522       RL    4.343805  9.017241   Pave  None      IR1
## 2392 2392   3.044522       RL    4.262680  9.068892   Pave  None      Reg
## 2393 2393   3.044522       RL    4.394449  9.082621   Pave  None      Reg
## 2394 2394   4.394449       RL    4.394449  9.127067   Pave  None      Reg
## 2395 2395   4.110874       RL    4.394449  9.082621   Pave  None      Reg
## 2396 2396   3.044522       RL    4.234107  9.339876   Pave  None      IR1
## 2397 2397   3.044522       RL    4.234107  9.998934   Pave  None      Reg
## 2398 2398   3.828641       RL    4.454347  9.406976   Pave  None      Reg
## 2399 2399   3.044522       RL    3.931826  8.517393   Pave  None      Reg
## 2400 2400   3.931826       RL    3.951244  8.160804   Pave  None      Reg
## 2401 2401   3.044522       RL    3.931826  8.551788   Pave  None      Reg
## 2402 2402   3.044522       RL    4.394449  9.169623   Pave  None      Reg
## 2403 2403   4.510860       RL    4.158883  9.067509   Pave  None      Reg
## 2404 2404   4.454347       RL    4.234107  9.215427   Pave  None      IR1
## 2405 2405   4.394449       RL    4.615121  9.169623   Pave  None      IR1
## 2406 2406   3.044522       RL    4.304065  9.078065   Pave  None      Reg
## 2407 2407   3.044522       RL    4.189655  8.833608   Pave  None      IR1
## 2408 2408   3.044522       RL    4.110874  9.018090   Pave  None      Reg
## 2409 2409   3.044522       RL    4.262680  9.116140   Pave  None      Reg
## 2410 2410   3.044522       RL    4.394449  9.183688   Pave  None      Reg
## 2411 2411   3.044522       RL    4.290459  9.187174   Pave  None      Reg
## 2412 2412   3.044522       RL    4.262680  9.409109   Pave  None      IR1
## 2413 2413   3.044522       RL    4.330733  9.215427   Pave  None      Reg
## 2414 2414   3.044522       RL    4.110874  9.355047   Pave  None      Reg
## 2415 2415   4.510860       RL    4.262680  8.997023   Pave  None      Reg
## 2416 2416   3.044522       RL    4.110874  9.301186   Pave  None      Reg
## 2417 2417   3.044522       RL    4.234107  8.980046   Pave  None      Reg
## 2418 2418   3.044522       RL    4.276666  9.052633   Pave  None      Reg
## 2419 2419   3.931826       RL    4.025352  8.875007   Pave  None      Reg
## 2420 2420   3.044522       RL    4.262680  9.036106   Pave  None      Reg
## 2421 2421   3.044522       RL    4.330733  9.162515   Pave  None      Reg
## 2422 2422   3.044522       RL    4.234107  9.666752   Pave  None      Reg
## 2423 2423   3.931826       RL    4.110874  9.560363   Pave  None      Reg
## 2424 2424   3.931826       RL    4.234107  9.400961   Pave  None      IR1
## 2425 2425   4.262680       RL    4.736198  9.965617   Pave  None      Reg
## 2426 2426   3.931826       RL    4.110874  9.238442   Pave  None      Reg
## 2427 2427   4.262680       RL    4.110874  9.287394   Pave  Grvl      Reg
## 2428 2428   4.394449       RL    4.543295  9.219399   Pave  None      IR1
## 2429 2429   3.044522       RL    4.330733  9.071193   Pave  None      IR1
## 2430 2430   3.044522       RL    4.204693  9.024131   Pave  None      IR1
## 2431 2431   3.044522       RL    4.110874  8.881975   Pave  None      Reg
## 2432 2432   3.044522       RL    4.234107  8.922792   Pave  None      Reg
## 2433 2433   3.044522       RL    4.262680  8.897819   Pave  None      Reg
## 2434 2434   3.044522       RL    4.262680  8.975124   Pave  None      Reg
## 2435 2435   3.044522       RL    4.394449  8.987322   Pave  None      Reg
## 2436 2436   3.044522       RL    4.262680  8.853808   Pave  None      Reg
## 2437 2437   3.044522       RL    4.110874  8.794976   Pave  None      Reg
## 2438 2438   4.454347       RL    4.204693  8.818926   Pave  None      Reg
## 2439 2439   3.433987       RM    4.110874  8.850661   Pave  None      Reg
## 2440 2440   3.931826       RM    3.931826  8.699681   Pave  Grvl      Reg
## 2441 2441   3.433987       RM    4.043051  8.407602   Pave  None      Reg
## 2442 2442   3.433987       RM    4.043051  8.056427   Pave  Grvl      Reg
## 2443 2443   3.433987       RM    4.110874  8.881975   Pave  None      Reg
## 2444 2444   3.931826       RM    4.795791  9.105091   Pave  None      Reg
## 2445 2445   3.931826       RM    3.931826  8.687105   Pave  None      Reg
## 2446 2446   4.262680       RM    4.060443  9.173676   Pave  None      Reg
## 2447 2447   4.262680       RM    4.234107  9.243582   Pave  Pave      IR1
## 2448 2448   4.262680       RM    3.988984  9.196647   Pave  Pave      Reg
## 2449 2449   4.262680       RM    3.583519  8.427706   Pave  Grvl      Reg
## 2450 2450   3.931826       RM    4.043051  9.035868   Pave  Grvl      Reg
## 2451 2451   4.262680       RM    4.110874  8.188967   Pave  Grvl      Reg
## 2452 2452   4.330733       RM    4.330733  9.510519   Pave  Grvl      Reg
## 2453 2453   3.044522       RM    3.970292  9.062652   Pave  None      Reg
## 2454 2454   4.394449       RM    4.343805  9.375940   Pave  None      Reg
## 2455 2455   3.713572       RL    4.025352  8.832734   Pave  None      Reg
## 2456 2456   3.931826       RM    4.025352  9.068201   Pave  None      Reg
## 2457 2457   3.931826       RM    3.931826  8.720297   Pave  None      Reg
## 2458 2458   4.262680       RM    3.931826  8.699681   Pave  None      Reg
## 2459 2459   3.828641       RM    3.951244  8.719481   Pave  None      Reg
## 2460 2460   3.931826       RM    4.234107  8.738896   Pave  None      Reg
## 2461 2461   3.931826       RM    3.970292  8.738896   Pave  None      Reg
## 2462 2462   3.931826       RM    3.970292  8.738896   Pave  None      Reg
## 2463 2463   3.931826       RM    3.951244  8.719481   Pave  None      Reg
## 2464 2464   4.262680       RM    3.871201  8.956222   Pave  None      Reg
## 2465 2465   3.931826       RL    4.110874  9.088286   Pave  Pave      Reg
## 2466 2466   3.931826       RL    4.110874  9.053804   Pave  None      Reg
## 2467 2467   4.262680       RM    4.234107  8.648397   Pave  None      IR1
## 2468 2468   3.828641       RM    3.713572  8.644883   Pave  Grvl      Reg
## 2469 2469   3.931826       RM    3.713572  8.644883   Pave  Grvl      Reg
## 2470 2470   4.394449       RM    4.795791  9.488048   Pave  None      Reg
## 2471 2471   4.110874       RM    4.110874  9.188197   Pave  Grvl      Reg
## 2472 2472   3.931826       RM    4.110874  9.241936   Pave  Grvl      Reg
## 2473 2473   5.252273       RM    3.970292  8.373554   Pave  Grvl      Reg
## 2475 2475   4.262680       RL    4.682131  9.464130   Pave  None      Reg
## 2476 2476   5.252273       RL    4.094345  8.408494   Pave  None      IR1
## 2477 2477   5.252273       RL    4.330733  9.326878   Pave  None      Reg
## 2478 2478   4.454347       RL    4.330733  9.326878   Pave  None      Reg
## 2479 2479   3.044522       RL    4.143135  9.568015   Pave  None      Reg
## 2480 2480   4.394449       RL    4.189655  9.557470   Pave  None      IR1
## 2481 2481   3.044522       RL    4.234107  9.365462   Pave  None      IR1
## 2482 2482   5.252273       RL    4.262680  9.039077   Pave  None      Reg
## 2483 2483   3.044522       RL    4.465908  9.067163   Pave  None      IR1
## 2484 2484   3.044522       RL    4.234107  9.035868   Pave  None      IR1
## 2485 2485   3.044522       RL    4.234107  9.008224   Pave  None      Reg
## 2486 2486   3.044522       RL    4.406719  9.559306   Pave  None      Reg
## 2487 2487   4.110874       RL    4.605170  9.727943   Pave  None      Reg
## 2488 2488   3.931826       RL    4.262680  8.848078   Pave  None      Reg
## 2489 2489   3.044522       RL    4.521789  9.339261   Pave  None      Reg
## 2491 2491   3.044522       RL    4.234107  9.105091   Pave  None      Reg
## 2492 2492   3.044522       RL    4.234107  9.312536   Pave  None      Reg
## 2493 2493   3.044522       RL    4.234107  9.772353   Pave  None      IR1
## 2494 2494   3.044522       RL    4.234107 10.029812   Pave  None      IR1
## 2495 2495   3.044522       RL    4.442651  9.787459   Pave  None      Reg
## 2496 2496   3.044522       RL    4.634729  9.447150   Pave  None      IR1
## 2497 2497   3.931826       RL    4.262680  9.260368   Pave  None      Reg
## 2498 2498   3.044522       RL    4.110874  8.594339   Pave  None      Reg
## 2499 2499   3.433987       RL    4.234107  9.351493   Pave  None      IR1
## 2500 2500   4.795791       RL    3.688879  8.261010   Pave  None      Reg
## 2501 2501   3.044522       RL    4.077537  9.135725   Pave  None      Reg
## 2502 2502   3.931826       RL    4.110874  9.314790   Pave  None      Reg
## 2503 2503   3.931826       RL    3.931826  8.929435   Pave  None      Reg
## 2504 2504   3.931826       RL    4.653960 10.082512   Pave  None      Reg
## 2505 2505   4.110874       RL    4.330733  9.139703   Pave  None      Reg
## 2506 2506   3.044522       RL    4.276666  9.124674   Pave  None      Reg
## 2507 2507   3.044522       RL    4.543295  9.257415   Pave  None      IR1
## 2508 2508   3.044522       RL    4.204693  9.233666   Pave  None      IR1
## 2509 2509   3.044522       RL    4.330733  9.371694   Pave  None      IR1
## 2510 2510   3.044522       RL    4.304065  9.078065   Pave  None      Reg
## 2511 2511   3.044522       RL    4.174387  8.887791   Pave  None      Reg
## 2512 2512   4.110874       RL    4.369448  9.139596   Pave  None      Reg
## 2513 2513   4.110874       RL    4.234107  9.092007   Pave  None      IR1
## 2514 2514   3.044522       RL    5.049856  9.906732   Pave  None      IR1
## 2515 2515   3.044522       RL    4.234107  9.562264   Pave  None      IR2
## 2516 2516   4.110874       RL    4.060443  9.212538   Pave  None      IR1
## 2517 2517   3.044522       RL    4.110874  9.039433   Pave  None      IR2
## 2518 2518   3.044522       RL    4.262680  9.714866   Pave  None      IR2
## 2519 2519   4.110874       RL    3.871201  9.289244   Pave  None      IR2
## 2520 2520   4.110874       RL    3.784190  9.421654   Pave  None      IR2
## 2521 2521   4.110874       RL    4.234107  9.163668   Pave  None      IR1
## 2522 2522   4.110874       RL    4.234107  9.085570   Pave  None      Reg
## 2523 2523   3.044522       RL    4.584967  9.375940   Pave  None      IR1
## 2524 2524   4.394449       RL    4.094345  9.066585   Pave  None      IR1
## 2525 2525   4.394449       RL    4.290459  9.182044   Pave  None      Reg
## 2526 2526   3.044522       RL    3.828641  9.103089   Pave  None      IR1
## 2527 2527   3.044522       RL    3.688879  9.698982   Pave  None      IR1
## 2528 2528   3.044522       RL    4.330733  9.177404   Pave  None      Reg
## 2529 2529   3.044522       RL    4.110874  8.881975   Pave  None      Reg
## 2530 2530   3.044522       RL    4.110874  8.881975   Pave  None      Reg
## 2531 2531   3.044522       RL    4.234107  9.337413   Pave  None      Reg
## 2532 2532   4.110874       RL    4.262680  9.076809   Pave  None      Reg
## 2533 2533   4.110874       RL    4.189655  9.006877   Pave  None      Reg
## 2534 2534   3.044522       RL    4.304065  9.386644   Pave  None      Reg
## 2535 2535   4.110874       RL    4.234107  9.451638   Pave  None      Reg
## 2536 2536   4.110874       RL    4.234107  9.635347   Pave  None      IR3
## 2537 2537   3.044522       RL    4.304065  9.754291   Pave  None      IR2
## 2538 2538   4.110874       RL    4.262680  9.005282   Pave  None      IR1
## 2539 2539   3.044522       RL    4.189655  9.079092   Pave  None      Reg
## 2540 2540   3.044522       RL    4.174387  9.028219   Pave  None      Reg
## 2541 2541   4.110874       RL    4.174387  9.028099   Pave  None      Reg
## 2542 2542   4.110874       RL    4.174387  9.110078   Pave  None      IR1
## 2543 2543   4.454347       RL    4.330733  9.192787   Pave  None      Reg
## 2544 2544   3.044522       RL    4.219508  9.025095   Pave  None      Reg
## 2545 2545   3.931826       RL    4.317488  9.698184   Pave  None      Reg
## 2546 2546   3.044522       RL    4.394449  9.016877   Pave  None      Reg
## 2547 2547   4.394449       RL    4.189655  8.746080   Pave  None      Reg
## 2548 2548   4.510860       RL    4.234107  9.164925   Pave  None      IR1
## 2549 2549   4.110874       RL    4.110874  8.857088   Pave  None      Reg
## 2550 2550   3.044522       RL    4.859812 10.578751   Pave  None      IR1
## 2551 2551   5.198497       RM    3.583519  8.209580   Pave  None      Reg
## 2552 2552   3.044522       RL    4.174387  8.764210   Pave  None      Reg
## 2553 2553   4.510860       RL    4.317488  8.836810   Pave  None      Reg
## 2554 2554   4.510860       RL    3.970292  9.075894   Pave  None      Reg
## 2555 2555   3.713572       RL    4.143135  9.214631   Pave  None      Reg
## 2556 2556   3.044522       RL    4.110874  9.008591   Pave  None      Reg
## 2557 2557   3.044522       RL    4.110874  9.008591   Pave  None      Reg
## 2558 2558   4.510860       RL    4.110874  9.295692   Pave  None      Reg
## 2559 2559   3.433987       RL    4.007333  8.885164   Pave  None      Reg
## 2560 2560   3.931826       RL    3.951244  8.827908   Pave  None      Reg
## 2561 2561   4.262680       RL    4.158883  8.294300   Pave  None      Reg
## 2562 2562   4.262680       RL    3.988984  8.812992   Pave  None      Reg
## 2563 2563   4.262680       RL    3.988984  8.875706   Pave  None      Reg
## 2564 2564   4.262680       RL    4.110874  8.886133   Pave  None      Reg
## 2565 2565   3.044522       RL    4.844187  9.481054   Pave  None      IR2
## 2566 2566   3.931826       RL    4.709530  8.963288   Pave  None      IR1
## 2567 2567   5.252273       RL    4.382027  8.735847   Pave  None      IR1
## 2568 2568   3.044522       RL    4.234107 10.145885   Pave  None      IR1
## 2569 2569   3.044522       RL    4.234107  9.979522   Pave  None      IR1
## 2570 2570   5.081404       RM    3.218876  7.486053   Pave  None      Reg
## 2571 2571   3.044522       RL    4.234107  9.790991   Pave  None      IR2
## 2572 2572   4.795791       RM    3.583519  8.270781   Pave  None      IR1
## 2573 2573   3.044522       RL    4.234107  9.937599   Pave  None      IR1
## 2574 2574   3.044522       RL    4.262680  9.800624   Pave  None      IR1
## 2575 2575   3.931826       RM    3.931826  8.853808   Pave  None      Reg
## 2576 2576   3.931826       RM    3.931826  8.894122   Pave  None      Reg
## 2578 2578   3.433987       RM    3.850148  8.208764   Pave  None      Reg
## 2579 2579   3.931826       RM    4.174387  9.311813   Pave  None      Reg
## 2580 2580   5.252273  C (all)    4.330733  9.018090   Pave  None      Reg
## 2581 2581   3.044522  C (all)    4.189655  8.789660   Pave  None      Reg
## 2582 2582   3.433987  C (all)    4.110874  8.709630   Pave  None      Reg
## 2583 2583   4.795791       RM    4.094345  8.624971   Pave  None      IR1
## 2584 2584   4.454347       RL    4.234107  9.405167   Pave  None      IR1
## 2585 2585   3.044522       RL    4.394449  9.210440   Pave  None      Reg
## 2586 2586   3.044522       RL    3.806662  9.462266   Pave  None      IR1
## 2587 2587   3.044522       RL    4.234107  9.203215   Pave  None      IR1
## 2588 2588   4.394449       RL    4.234107  9.076923   Pave  None      IR1
## 2589 2589   4.454347       RL    4.418841  9.037296   Pave  None      IR1
## 2590 2590   4.795791       RL    3.850148  8.307706   Pave  None      IR1
## 2591 2591   3.044522       RL    5.010635  9.901435   Pave  None      Reg
## 2592 2592   3.044522       RL    4.219508  9.032290   Pave  None      IR1
## 2593 2593   3.044522       RL    4.234107  9.023890   Pave  None      IR1
## 2594 2594   3.044522       RL    3.761200  9.243001   Pave  None      Reg
## 2595 2595   3.044522       RL    4.234107  8.812695   Pave  None      IR1
## 2596 2596   3.044522       RL    4.394449  9.333089   Pave  None      Reg
## 2597 2597   3.044522       RL    4.234107  8.959055   Pave  None      IR1
## 2598 2598   4.110874       RL    4.234107  9.375940   Pave  None      IR1
## 2599 2599   3.044522       RL    4.454347  9.444147   Pave  None      IR1
## 2600 2600   3.044522       RL    5.303305 10.680539   Pave  None      Reg
## 2601 2601   4.795791       RM    4.143135  8.811503   Pave  None      IR1
## 2602 2602   5.081404       RM    3.091042  7.316548   Pave  None      Reg
## 2603 2603   5.198497       RM    4.234107  7.335634   Pave  None      Reg
## 2604 2604   5.081404       RM    3.091042  7.310550   Pave  None      Reg
## 2605 2605   5.081404       RM    3.091042  7.544861   Pave  None      Reg
## 2606 2606   4.454347       RL    4.290459  9.119321   Pave  None      Reg
## 2607 2607   4.394449       RL    4.234107  9.677716   Pave  None      IR1
## 2608 2608   3.044522       RL    4.127134 10.433645   Pave  None      IR1
## 2609 2609   4.110874       RL    4.234107  9.022443   Pave  None      IR1
## 2610 2610   4.454347       RL    3.931826  8.813438   Pave  None      Reg
## 2611 2611   3.044522       RL    4.828314 10.229115   Pave  None      Reg
## 2612 2612   3.044522       RL    4.234107  9.305741   Pave  None      IR2
## 2613 2613   3.044522       RL    4.189655  9.360999   Pave  None      IR1
## 2614 2614   3.044522       RL    4.143135  9.254166   Pave  None      Reg
## 2615 2615   3.044522       RL    4.234107  9.308193   Pave  None      IR1
## 2616 2616   3.044522       RL    4.454347  9.262363   Pave  None      IR1
## 2617 2617   3.044522       RL    4.234107  9.372969   Pave  None      IR1
## 2618 2618   3.044522       RL    4.234107 10.581140   Pave  None      IR1
## 2619 2619   3.044522       RL    4.510860  9.369734   Pave  None      Reg
## 2620 2620   4.110874       RL    4.110874  9.016634   Pave  None      IR1
## 2621 2621   4.110874       RL    4.234107  9.475930   Pave  None      IR2
## 2622 2622   4.110874       RL    4.007333  9.188504   Pave  None      IR1
## 2623 2623   4.110874       RL    3.931826  9.482579   Pave  None      IR1
## 2624 2624   4.110874       RL    3.761200  9.528940   Pave  None      IR1
## 2625 2625   5.081404       RL    4.234107  9.481054   Pave  None      IR1
## 2626 2626   3.044522       RL    4.234107  8.996776   Pave  None      IR1
## 2627 2627   4.795791       RL    3.433987  8.216628   Pave  None      IR1
## 2628 2628   4.110874       RL    4.094345  9.681843   Pave  None      IR1
## 2629 2629   4.110874       RL    4.110874  9.801621   Pave  None      IR1
## 2630 2630   4.110874       RL    4.158883  9.416785   Pave  None      IR1
## 2631 2631   4.110874       RL    4.418841  9.683651   Pave  None      IR1
## 2632 2632   4.110874       RL    4.532599  9.675520   Pave  None      IR1
## 2633 2633   4.795791       RL    4.110874  9.005528   Pave  None      Reg
## 2634 2634   3.044522       RL    4.510860  9.812578   Pave  None      IR1
## 2635 2635   4.454347       RL    4.234107  9.255792   Pave  None      IR1
## 2636 2636   4.110874       RL    4.406719  9.262079   Pave  None      Reg
## 2637 2637   4.454347       RL    4.234107  9.203114   Pave  None      IR1
## 2638 2638   4.110874       FV    4.330733  9.160415   Pave  None      IR1
## 2639 2639   4.394449       RL    4.406719  9.262079   Pave  None      Reg
## 2640 2640   3.044522       RL    4.394449  9.210440   Pave  None      Reg
## 2641 2641   3.044522       RL    4.110874  8.881975   Pave  None      Reg
## 2642 2642   4.795791       RH    3.295837  9.079548   Pave  None      IR2
## 2643 2643   5.081404       RM    3.218876  7.923348   Pave  None      Reg
## 2644 2644   5.081404       RM    3.218876  7.678326   Pave  None      Reg
## 2645 2645   5.081404       RM    3.091042  7.544861   Pave  None      Reg
## 2646 2646   5.081404       RM    3.091042  7.427144   Pave  None      Reg
## 2647 2647   5.081404       RM    3.091042  7.427144   Pave  None      Reg
## 2648 2648   4.795791       RL    3.988984  8.304990   Pave  None      Reg
## 2649 2649   3.044522       RL    4.189655  8.924656   Pave  None      Reg
## 2650 2650   4.795791       RL    3.218876  7.732369   Pave  None      Reg
## 2651 2651   5.081404       RL    3.218876  7.687080   Pave  None      Reg
## 2652 2652   4.110874       RL    4.290459  9.704305   Pave  None      IR1
## 2653 2653   3.044522       RL    4.709530  9.690542   Pave  None      Reg
## 2654 2654   3.044522       RL    4.691348  9.411565   Pave  None      Reg
## 2655 2655   3.044522       RL    4.795791  9.601098   Pave  None      IR1
## 2656 2656   4.110874       RL    4.795791  9.545097   Pave  None      IR1
## 2657 2657   4.110874       RL    4.418841  9.204624   Pave  None      IR1
## 2658 2658   4.110874       RL    4.644391  9.462499   Pave  None      IR1
## 2659 2659   4.110874       RL    4.418841  9.275472   Pave  None      IR1
## 2660 2660   4.110874       RL    4.418841  9.362546   Pave  None      IR1
## 2661 2661   3.044522       RL    4.804021  9.529448   Pave  None      IR1
## 2662 2662   3.044522       RL    4.882802  9.604340   Pave  None      IR1
## 2663 2663   4.110874       RL    4.234107  9.489183   Pave  None      IR1
## 2664 2664   4.795791       RL    3.891820  8.684739   Pave  None      Reg
## 2665 2665   3.044522       RL    4.127134  8.954286   Pave  None      Reg
## 2666 2666   4.795791       RL    3.891820  8.759982   Pave  None      Reg
## 2667 2667   4.110874       RL    4.189655  9.233862   Pave  None      Reg
## 2668 2668   4.110874       RL    4.189655  9.233862   Pave  None      Reg
## 2669 2669   3.044522       RL    4.634729  9.364005   Pave  None      IR1
## 2670 2670   4.110874       RL    4.574711  9.361515   Pave  None      IR1
## 2671 2671   4.110874       RL    4.330733  9.113168   Pave  None      IR1
## 2672 2672   4.795791       RL    3.784190  8.035279   Pave  None      Reg
## 2673 2673   4.795791       RL    4.234107  7.985825   Pave  None      Reg
## 2674 2674   4.795791       RM    4.234107  8.030410   Pave  None      Reg
## 2675 2675   4.795791       RL    3.784190  8.010028   Pave  None      Reg
## 2676 2676   4.110874       RL    4.094345  9.123911   Pave  None      IR1
## 2677 2677   4.110874       RL    4.234107  9.066355   Pave  None      IR1
## 2678 2678   4.110874       RL    4.234107  9.401374   Pave  None      IR1
## 2679 2679   4.110874       RL    4.442651  9.175852   Pave  None      IR1
## 2680 2680   4.110874       RL    4.430817  9.163877   Pave  None      Reg
## 2681 2681   4.110874       RL    4.234107  9.130648   Pave  None      IR1
## 2682 2682   4.110874       RL    4.430817  9.212338   Pave  None      IR1
## 2683 2683   4.110874       RL    4.744932  9.755162   Pave  None      IR1
## 2684 2684   4.110874       RL    4.234107  9.233764   Pave  None      IR1
## 2685 2685   4.110874       RL    4.234107  9.440340   Pave  None      IR1
## 2686 2686   4.110874       RL    4.330733  9.429315   Pave  None      IR1
## 2687 2687   3.044522       RL    3.912023  9.630300   Pave  None      IR1
## 2688 2688   3.044522       RL    4.454347  9.299907   Pave  None      Reg
## 2689 2689   3.044522       FV    4.290459  9.064274   Pave  None      Reg
## 2690 2690   4.110874       FV    4.615121  9.485165   Pave  None      Reg
##      LandContour Utilities LotConfig LandSlope Neighborhood Condition1
## 1461         Lvl    AllPub    Inside       Gtl        NAmes      Feedr
## 1462         Lvl    AllPub    Corner       Gtl        NAmes       Norm
## 1463         Lvl    AllPub    Inside       Gtl      Gilbert       Norm
## 1464         Lvl    AllPub    Inside       Gtl      Gilbert       Norm
## 1465         HLS    AllPub    Inside       Gtl      StoneBr       Norm
## 1466         Lvl    AllPub    Corner       Gtl      Gilbert       Norm
## 1467         Lvl    AllPub    Inside       Gtl      Gilbert       Norm
## 1468         Lvl    AllPub    Inside       Gtl      Gilbert       Norm
## 1469         Lvl    AllPub    Inside       Gtl      Gilbert       Norm
## 1470         Lvl    AllPub    Corner       Gtl        NAmes       Norm
## 1471         Lvl    AllPub       FR2       Gtl        NAmes       Norm
## 1472         Lvl    AllPub    Inside       Gtl       BrDale       Norm
## 1473         Lvl    AllPub    Inside       Gtl       BrDale       Norm
## 1474         Lvl    AllPub       FR2       Gtl      NPkVill       Norm
## 1475         Lvl    AllPub       FR2       Gtl      NPkVill       Norm
## 1476         Lvl    AllPub    Inside       Gtl      NridgHt       Norm
## 1477         Lvl    AllPub    Corner       Gtl      NridgHt       Norm
## 1478         Lvl    AllPub    Inside       Gtl      NridgHt       PosN
## 1479         Lvl    AllPub    Inside       Gtl      NridgHt       Norm
## 1480         HLS    AllPub    Inside       Mod      NridgHt       Norm
## 1481         Lvl    AllPub    Corner       Gtl      NridgHt       Norm
## 1482         Lvl    AllPub    Inside       Gtl      NridgHt       Norm
## 1483         Lvl    AllPub    Corner       Gtl      Gilbert       Norm
## 1484         Lvl    AllPub    Inside       Gtl      Blmngtn       Norm
## 1485         Lvl    AllPub    Inside       Gtl      Gilbert       Norm
## 1486         Lvl    AllPub    Inside       Gtl      Gilbert       Norm
## 1487         Lvl    AllPub   CulDSac       Gtl      NoRidge       Norm
## 1488         Lvl    AllPub    Inside       Gtl      Somerst       Norm
## 1489         Lvl    AllPub    Inside       Gtl      Somerst       Norm
## 1490         Lvl    AllPub    Corner       Gtl      Somerst       Norm
## 1491         Lvl    AllPub    Inside       Gtl      SawyerW       Norm
## 1492         Lvl    AllPub    Corner       Gtl      SawyerW      Feedr
## 1493         Lvl    AllPub   CulDSac       Gtl       Sawyer       RRNe
## 1494         Lvl    AllPub    Inside       Gtl      NoRidge       Norm
## 1495         Lvl    AllPub    Inside       Gtl      NoRidge       Norm
## 1496         Lvl    AllPub   CulDSac       Gtl      Somerst       Norm
## 1497         Lvl    AllPub    Inside       Gtl      Somerst       Norm
## 1498         Lvl    AllPub    Inside       Gtl      Somerst       Norm
## 1499         Lvl    AllPub    Inside       Gtl      Somerst       Norm
## 1500         Lvl    AllPub    Inside       Gtl      Somerst       Norm
## 1501         Lvl    AllPub    Corner       Gtl      Somerst       Norm
## 1502         Lvl    AllPub       FR2       Gtl      Somerst       Norm
## 1503         Lvl    AllPub    Inside       Gtl      Somerst       Norm
## 1504         Lvl    AllPub    Inside       Gtl      Somerst       Norm
## 1505         Lvl    AllPub    Inside       Gtl      Somerst       Norm
## 1506         Lvl    AllPub    Inside       Gtl       NWAmes       Norm
## 1507         Lvl    AllPub    Inside       Gtl       NWAmes       Norm
## 1508         Lvl    AllPub    Inside       Gtl       NWAmes       Norm
## 1509         Lvl    AllPub    Inside       Gtl       NWAmes       Norm
## 1510         Lvl    AllPub    Inside       Gtl        NAmes       Norm
## 1511         Lvl    AllPub    Corner       Gtl        NAmes       Norm
## 1512         Lvl    AllPub    Inside       Gtl        NAmes       Norm
## 1513         Lvl    AllPub    Inside       Gtl        NAmes       Norm
## 1514         Lvl    AllPub    Inside       Gtl        NAmes       Norm
## 1515         Lvl    AllPub    Inside       Gtl        NAmes       Norm
## 1516         Lvl    AllPub    Corner       Gtl        NAmes     Artery
## 1517         Lvl    AllPub    Inside       Gtl        NAmes       Norm
## 1518         Lvl    AllPub    Corner       Gtl        NAmes      Feedr
## 1519         Lvl    AllPub    Inside       Gtl        NAmes       Norm
## 1520         Lvl    AllPub    Inside       Gtl        NAmes       Norm
## 1521         Lvl    AllPub    Inside       Gtl        NAmes       Norm
## 1522         Lvl    AllPub    Inside       Gtl        NAmes       Norm
## 1523         Lvl    AllPub    Inside       Gtl        NAmes       Norm
## 1524         Lvl    AllPub    Inside       Gtl        NAmes       Norm
## 1525         Lvl    AllPub    Corner       Gtl        NAmes       Norm
## 1526         Lvl    AllPub    Inside       Gtl        NAmes       Norm
## 1527         Lvl    AllPub    Corner       Gtl        NAmes       Norm
## 1528         Lvl    AllPub    Inside       Gtl        NAmes     Artery
## 1529         Lvl    AllPub    Corner       Gtl        NAmes       Norm
## 1530         Lvl    AllPub    Inside       Mod        NAmes       Norm
## 1531         Lvl    AllPub    Corner       Gtl      OldTown       Norm
## 1532         Lvl    AllPub    Inside       Gtl      OldTown     Artery
## 1533         Bnk    AllPub    Inside       Mod      OldTown       Norm
## 1534         Lvl    AllPub    Corner       Gtl      OldTown       Norm
## 1535         Lvl    AllPub    Inside       Gtl      OldTown     Artery
## 1536         Lvl    AllPub    Inside       Gtl      OldTown     Artery
## 1537         Lvl    AllPub    Inside       Gtl      OldTown       Norm
## 1538         Lvl    AllPub    Corner       Gtl      OldTown       Norm
## 1539         Lvl    AllPub    Inside       Gtl      OldTown       Norm
## 1540         Lvl    AllPub    Inside       Gtl      OldTown       Norm
## 1541         Lvl    AllPub    Inside       Gtl      OldTown       Norm
## 1542         Lvl    AllPub    Corner       Gtl      BrkSide      Feedr
## 1543         Bnk    AllPub    Corner       Gtl      BrkSide       Norm
## 1544         Lvl    AllPub    Inside       Gtl      BrkSide      Feedr
## 1545         Lvl    AllPub    Inside       Gtl      BrkSide       Norm
## 1546         Lvl    AllPub    Inside       Gtl      BrkSide       Norm
## 1547         Lvl    AllPub    Corner       Gtl      BrkSide      Feedr
## 1548         Lvl    AllPub    Inside       Gtl      BrkSide       Norm
## 1549         Lvl    AllPub    Inside       Gtl      BrkSide       Norm
## 1550         Lvl    AllPub    Inside       Gtl      BrkSide       Norm
## 1551         Lvl    AllPub    Inside       Gtl      OldTown     Artery
## 1552         Lvl    AllPub    Inside       Gtl      OldTown       Norm
## 1553         Lvl    AllPub    Inside       Gtl      OldTown       Norm
## 1554         Lvl    AllPub    Inside       Gtl      OldTown       Norm
## 1555         Lvl    AllPub    Inside       Gtl      ClearCr      Feedr
## 1557         Lvl    AllPub    Inside       Gtl        SWISU       Norm
## 1558         Bnk    AllPub    Inside       Mod        SWISU       Norm
## 1559         Lvl    AllPub    Inside       Gtl        SWISU       Norm
## 1560         Lvl    AllPub    Corner       Gtl        SWISU     Artery
## 1561         Lvl    AllPub    Inside       Gtl       Sawyer       Norm
## 1562         Lvl    AllPub    Inside       Gtl       Sawyer       Norm
## 1563         Lvl    AllPub    Inside       Gtl       Sawyer       Norm
## 1564         Lvl    AllPub    Inside       Gtl       Sawyer       Norm
## 1565         Lvl    AllPub    Inside       Gtl       Sawyer       Norm
## 1566         Low    AllPub    Inside       Mod      ClearCr       Norm
## 1567         Lvl    AllPub    Corner       Gtl       Sawyer      Feedr
## 1568         Low    AllPub   CulDSac       Mod      ClearCr       Norm
## 1569         Lvl    AllPub    Inside       Gtl      Edwards       Norm
## 1570         Lvl    AllPub    Inside       Gtl      Edwards       Norm
## 1571         Bnk    AllPub    Inside       Gtl      Edwards       Norm
## 1572         Lvl    AllPub    Inside       Gtl      Edwards       Norm
## 1573         Lvl    AllPub    Inside       Gtl      Edwards       Norm
## 1574         Lvl    AllPub   CulDSac       Gtl      Edwards       Norm
## 1575         Low    AllPub    Inside       Mod      SawyerW       Norm
## 1576         Lvl    AllPub   CulDSac       Gtl      SawyerW       Norm
## 1577         Lvl    AllPub    Inside       Gtl      CollgCr       Norm
## 1578         Lvl    AllPub    Inside       Gtl      SawyerW       Norm
## 1579         Lvl    AllPub    Corner       Gtl      CollgCr       Norm
## 1580         Lvl    AllPub    Inside       Gtl      CollgCr       Norm
## 1581         Lvl    AllPub       FR2       Gtl      CollgCr       Norm
## 1582         Lvl    AllPub    Inside       Gtl      CollgCr       Norm
## 1583         Lvl    AllPub    Inside       Gtl      CollgCr       Norm
## 1584         Lvl    AllPub    Inside       Gtl      CollgCr       Norm
## 1585         Lvl    AllPub    Inside       Gtl      CollgCr       Norm
## 1586         Lvl    AllPub    Inside       Mod      Edwards      Feedr
## 1587         Lvl    AllPub    Corner       Gtl      Edwards       Norm
## 1588         Low    AllPub   CulDSac       Gtl      Edwards       Norm
## 1589         Lvl    AllPub    Inside       Gtl      Edwards       Norm
## 1590         Lvl    AllPub    Inside       Gtl      Edwards       Norm
## 1591         HLS    AllPub    Inside       Gtl      Edwards       Norm
## 1592         Bnk    AllPub    Inside       Gtl        SWISU     Artery
## 1593         Lvl    AllPub    Corner       Gtl        SWISU       Norm
## 1594         Lvl    AllPub    Inside       Gtl        SWISU       Norm
## 1595         Lvl    AllPub    Inside       Gtl        SWISU      Feedr
## 1596         Lvl    AllPub    Inside       Gtl      Crawfor       Norm
## 1597         Lvl    AllPub    Inside       Gtl      Crawfor       Norm
## 1598         Lvl    AllPub       FR2       Gtl      Crawfor       Norm
## 1599         HLS    AllPub    Inside       Mod      Blueste       Norm
## 1600         HLS    AllPub    Inside       Mod      Blueste       Norm
## 1601         Lvl    AllPub    Inside       Gtl       IDOTRR       Norm
## 1602         HLS    AllPub    Inside       Gtl       IDOTRR       Norm
## 1603         Lvl    AllPub    Corner       Gtl       IDOTRR       Norm
## 1604         HLS    AllPub    Corner       Mod      Crawfor     Artery
## 1605         Lvl    AllPub    Inside       Gtl      Mitchel       Norm
## 1606         Lvl    AllPub    Inside       Gtl      Mitchel       Norm
## 1607         Lvl    AllPub    Inside       Gtl      Mitchel       Norm
## 1608         Lvl    AllPub    Corner       Gtl       Timber       Norm
## 1609         Lvl    AllPub    Inside       Gtl       Timber       Norm
## 1610         Lvl    AllPub    Inside       Gtl       Timber       Norm
## 1611         Bnk    AllPub    Inside       Gtl      Mitchel       Norm
## 1612         Lvl    AllPub    Inside       Gtl      Mitchel       Norm
## 1613         Lvl    AllPub    Inside       Gtl      Mitchel       Norm
## 1614         Low    AllPub    Inside       Mod      MeadowV       Norm
## 1615         Lvl    AllPub    Inside       Gtl      MeadowV       Norm
## 1616         Lvl    AllPub    Inside       Gtl      MeadowV       Norm
## 1617         Lvl    AllPub    Inside       Gtl      MeadowV       Norm
## 1618         Lvl    AllPub    Inside       Gtl      Mitchel       Norm
## 1619         Lvl    AllPub    Inside       Gtl      Mitchel       Norm
## 1620         Lvl    AllPub    Inside       Gtl      Mitchel       Norm
## 1621         Lvl    AllPub    Inside       Gtl      Mitchel       Norm
## 1622         Lvl    AllPub    Inside       Mod      Mitchel       Norm
## 1623         Lvl    AllPub    Inside       Mod      Mitchel       Norm
## 1624         Lvl    AllPub    Inside       Gtl      Mitchel       Norm
## 1625         Lvl    AllPub    Inside       Gtl        NAmes       Norm
## 1626         Lvl    AllPub    Inside       Gtl        NAmes       Norm
## 1627         Lvl    AllPub    Corner       Gtl      Gilbert       Norm
## 1628         Lvl    AllPub    Inside       Gtl      Gilbert       Norm
## 1629         Lvl    AllPub    Inside       Gtl      Gilbert       Norm
## 1630         Lvl    AllPub   CulDSac       Gtl      StoneBr       Norm
## 1631         Lvl    AllPub    Corner       Gtl      StoneBr       Norm
## 1632         Lvl    AllPub    Corner       Gtl      StoneBr       Norm
## 1633         Lvl    AllPub    Inside       Gtl      Gilbert       Norm
## 1634         Lvl    AllPub    Inside       Gtl      Gilbert       Norm
## 1635         Lvl    AllPub    Inside       Gtl      Gilbert       Norm
## 1636         Lvl    AllPub    Inside       Gtl      Gilbert       Norm
## 1637         Lvl    AllPub    Inside       Gtl      Gilbert       Norm
## 1638         Lvl    AllPub    Inside       Gtl       NWAmes       RRNn
## 1639         Lvl    AllPub    Inside       Gtl       NWAmes       Norm
## 1640         Lvl    AllPub    Inside       Gtl       NWAmes       Norm
## 1641         Lvl    AllPub    Inside       Gtl       NWAmes       Norm
## 1642         Lvl    AllPub    Inside       Gtl      Somerst       Norm
## 1643         Lvl    AllPub    Inside       Gtl      Somerst       RRNn
## 1644         Lvl    AllPub    Corner       Gtl      Somerst       Norm
## 1645         Lvl    AllPub   CulDSac       Gtl       NWAmes       PosN
## 1646         Lvl    AllPub    Inside       Gtl       NWAmes       Norm
## 1647         Lvl    AllPub    Corner       Gtl       NWAmes       Norm
## 1648         Lvl    AllPub    Inside       Gtl        NAmes       Norm
## 1649         Lvl    AllPub    Inside       Gtl        NAmes       Norm
## 1650         Lvl    AllPub    Inside       Gtl        NAmes       Norm
## 1651         Lvl    AllPub       FR2       Gtl        NAmes       Norm
## 1652         Lvl    AllPub    Inside       Gtl       BrDale       Norm
## 1653         Lvl    AllPub    Inside       Gtl       BrDale       Norm
## 1654         Lvl    AllPub       FR2       Gtl      NPkVill       Norm
## 1655         Lvl    AllPub       FR2       Gtl      NPkVill       Norm
## 1656         Lvl    AllPub    Inside       Gtl      NPkVill       Norm
## 1657         Lvl    AllPub    Inside       Gtl      NPkVill       Norm
## 1658         Lvl    AllPub    Inside       Gtl      NPkVill       Norm
## 1659         Lvl    AllPub    Inside       Gtl      NPkVill       Norm
## 1660         Lvl    AllPub    Inside       Gtl        NAmes       Norm
## 1661         Lvl    AllPub    Inside       Gtl      NridgHt       PosN
## 1662         Lvl    AllPub    Inside       Gtl      NridgHt       Norm
## 1663         Lvl    AllPub    Inside       Gtl      NridgHt       Norm
## 1664         Lvl    AllPub    Inside       Gtl      NridgHt       PosA
## 1665         Lvl    AllPub    Inside       Gtl      NridgHt       Norm
## 1666         Lvl    AllPub       FR3       Gtl      NridgHt       Norm
## 1667         Lvl    AllPub   CulDSac       Gtl      NridgHt       Norm
## 1668         Lvl    AllPub    Inside       Gtl      NridgHt       Norm
## 1669         Lvl    AllPub    Inside       Gtl      NridgHt       Norm
## 1670         Lvl    AllPub    Corner       Gtl      NridgHt       Norm
## 1671         Lvl    AllPub    Corner       Gtl      NridgHt       Norm
## 1672         Lvl    AllPub    Corner       Gtl      NridgHt       Norm
## 1673         Lvl    AllPub    Inside       Gtl      NridgHt       Norm
## 1674         Lvl    AllPub    Inside       Gtl      NridgHt       Norm
## 1675         Lvl    AllPub    Inside       Gtl      NridgHt       Norm
## 1676         Lvl    AllPub    Inside       Gtl      NridgHt       Norm
## 1677         Lvl    AllPub    Inside       Gtl      NridgHt       Norm
## 1678         HLS    AllPub    Inside       Mod      NridgHt       Norm
## 1679         Lvl    AllPub    Corner       Gtl      NridgHt       Norm
## 1680         Lvl    AllPub    Inside       Gtl      NridgHt       Norm
## 1681         Lvl    AllPub    Inside       Gtl      NridgHt       Norm
## 1682         Lvl    AllPub    Corner       Gtl      NridgHt       Norm
## 1683         Lvl    AllPub    Inside       Gtl      NridgHt       Norm
## 1684         Lvl    AllPub    Inside       Gtl      Gilbert       RRAn
## 1685         Lvl    AllPub    Inside       Gtl      Gilbert       Norm
## 1686         Lvl    AllPub    Inside       Gtl      Blmngtn       Norm
## 1687         Lvl    AllPub    Inside       Gtl      Gilbert       Norm
## 1688         Lvl    AllPub    Inside       Gtl      Gilbert       Norm
## 1689         Lvl    AllPub    Inside       Gtl      Gilbert       Norm
## 1690         Lvl    AllPub    Inside       Gtl      Gilbert       Norm
## 1691         Lvl    AllPub    Inside       Gtl      Gilbert       Norm
## 1692         Lvl    AllPub    Corner       Gtl      Gilbert       Norm
## 1693         Lvl    AllPub    Inside       Gtl      Gilbert       RRAn
## 1694         Lvl    AllPub    Inside       Gtl      Gilbert       Norm
## 1695         Lvl    AllPub    Inside       Gtl      Gilbert       Norm
## 1696         Lvl    AllPub   CulDSac       Gtl      Gilbert       RRNn
## 1697         Lvl    AllPub    Inside       Gtl      Gilbert       Norm
## 1698         Lvl    AllPub    Inside       Gtl      NoRidge       Norm
## 1699         Lvl    AllPub   CulDSac       Gtl      NoRidge       Norm
## 1700         Lvl    AllPub    Inside       Gtl      NoRidge       Norm
## 1701         Lvl    AllPub    Inside       Gtl      NoRidge       Norm
## 1702         Lvl    AllPub    Inside       Gtl      Somerst       PosN
## 1703         Lvl    AllPub    Inside       Gtl      Somerst       PosN
## 1704         Lvl    AllPub    Inside       Gtl      Somerst       Norm
## 1705         Lvl    AllPub    Inside       Gtl      Somerst       Norm
## 1706         Lvl    AllPub    Corner       Gtl      Somerst       PosN
## 1707         Lvl    AllPub    Inside       Gtl      Somerst       Norm
## 1708         Lvl    AllPub    Inside       Gtl      Somerst       Norm
## 1709         Lvl    AllPub    Inside       Gtl      Somerst       Norm
## 1710         Lvl    AllPub    Inside       Gtl      Somerst       Norm
## 1711         Lvl    AllPub    Inside       Gtl      Somerst       Norm
## 1712         Lvl    AllPub    Corner       Gtl      Somerst       Norm
## 1713         Lvl    AllPub    Inside       Gtl      Somerst       Norm
## 1714         Lvl    AllPub    Inside       Gtl      Somerst       Norm
## 1715         Lvl    AllPub    Inside       Gtl      Somerst       Norm
## 1716         Lvl    AllPub    Corner       Gtl      SawyerW       Norm
## 1717         Lvl    AllPub    Inside       Gtl      SawyerW       Norm
## 1718         Lvl    AllPub    Inside       Gtl      SawyerW       Norm
## 1719         Lvl    AllPub    Corner       Gtl      SawyerW       Norm
## 1720         Lvl    AllPub    Inside       Gtl      SawyerW       Norm
## 1721         Lvl    AllPub    Inside       Gtl      SawyerW       RRAe
## 1722         Lvl    AllPub    Inside       Gtl      SawyerW       RRAe
## 1723         Lvl    AllPub    Inside       Gtl      SawyerW       RRAe
## 1724         Lvl    AllPub    Inside       Gtl      SawyerW       Norm
## 1725         Lvl    AllPub   CulDSac       Gtl      SawyerW       Norm
## 1726         Lvl    AllPub    Inside       Gtl      SawyerW       Norm
## 1727         Lvl    AllPub    Inside       Gtl      SawyerW       Norm
## 1728         Lvl    AllPub    Inside       Gtl      SawyerW       RRAe
## 1729         Lvl    AllPub   CulDSac       Gtl      SawyerW       Norm
## 1730         Lvl    AllPub    Inside       Gtl      SawyerW       Norm
## 1731         Lvl    AllPub    Inside       Gtl       Sawyer       Norm
## 1732         Lvl    AllPub    Corner       Gtl       Sawyer      Feedr
## 1733         Lvl    AllPub    Inside       Gtl       Sawyer       Norm
## 1734         Lvl    AllPub    Inside       Gtl       Sawyer       Norm
## 1735         Lvl    AllPub    Inside       Gtl       Sawyer       RRAe
## 1736         Lvl    AllPub    Inside       Gtl       Sawyer      Feedr
## 1737         Low    AllPub    Inside       Gtl      Veenker       Norm
## 1738         Lvl    AllPub    Inside       Gtl      NoRidge       Norm
## 1739         Lvl    AllPub    Inside       Gtl      Somerst       Norm
## 1740         Lvl    AllPub    Inside       Gtl      Somerst       Norm
## 1741         Lvl    AllPub    Inside       Gtl      Somerst       Norm
## 1742         Lvl    AllPub    Inside       Gtl      Somerst       Norm
## 1743         Lvl    AllPub       FR2       Gtl      Somerst       Norm
## 1744         Lvl    AllPub    Inside       Gtl      Veenker       Norm
## 1745         Lvl    AllPub    Inside       Gtl      Veenker       Norm
## 1746         Low    AllPub       FR2       Mod      Veenker      Feedr
## 1747         Lvl    AllPub   CulDSac       Gtl       NWAmes       PosN
## 1748         Lvl    AllPub    Inside       Gtl       NWAmes       PosA
## 1749         Lvl    AllPub    Inside       Gtl       NWAmes      Feedr
## 1750         Lvl    AllPub    Inside       Gtl       NWAmes      Feedr
## 1751         Lvl    AllPub    Inside       Gtl       NWAmes       Norm
## 1752         Lvl    AllPub    Inside       Gtl        NAmes       Norm
## 1753         Lvl    AllPub    Inside       Gtl        NAmes       Norm
## 1754         Lvl    AllPub    Inside       Gtl       NWAmes       Norm
## 1755         Lvl    AllPub    Inside       Gtl       NWAmes       Norm
## 1756         Lvl    AllPub    Inside       Gtl        NAmes       Norm
## 1757         Lvl    AllPub    Inside       Gtl        NAmes       Norm
## 1758         Lvl    AllPub    Corner       Gtl        NAmes       Norm
## 1759         Lvl    AllPub    Corner       Gtl        NAmes       Norm
## 1760         Lvl    AllPub    Inside       Gtl        NAmes       Norm
## 1761         Lvl    AllPub    Inside       Gtl        NAmes       Norm
## 1762         Lvl    AllPub    Corner       Gtl        NAmes       Norm
## 1763         Lvl    AllPub    Corner       Gtl        NAmes       Norm
## 1764         Lvl    AllPub    Inside       Gtl        NAmes       Norm
## 1765         Lvl    AllPub    Inside       Gtl        NAmes      Feedr
## 1766         Lvl    AllPub    Corner       Gtl        NAmes       Norm
## 1767         Lvl    AllPub    Inside       Gtl        NAmes       Norm
## 1768         Lvl    AllPub    Inside       Gtl        NAmes       Norm
## 1769         Lvl    AllPub    Inside       Gtl        NAmes       Norm
## 1770         Lvl    AllPub    Inside       Gtl        NAmes       Norm
## 1771         Lvl    AllPub    Inside       Gtl        NAmes       Norm
## 1772         Lvl    AllPub    Inside       Gtl        NAmes       Norm
## 1773         Lvl    AllPub    Corner       Gtl        NAmes       Norm
## 1774         Lvl    AllPub    Inside       Gtl        NAmes       Norm
## 1775         Lvl    AllPub   CulDSac       Gtl        NAmes       Norm
## 1776         Lvl    AllPub    Corner       Gtl        NAmes       Norm
## 1777         Lvl    AllPub    Corner       Gtl        NAmes       Norm
## 1778         Lvl    AllPub    Inside       Gtl        NAmes       Norm
## 1779         Lvl    AllPub    Inside       Gtl        NAmes       Norm
## 1780         Lvl    AllPub    Corner       Gtl        NAmes     Artery
## 1781         Lvl    AllPub    Inside       Gtl        NAmes       Norm
## 1782         Lvl    AllPub    Inside       Gtl      OldTown       Norm
## 1783         Lvl    AllPub    Inside       Gtl      OldTown       Norm
## 1784         Lvl    AllPub    Corner       Gtl      OldTown       Norm
## 1785         Lvl    AllPub    Inside       Gtl      OldTown       Norm
## 1786         Lvl    AllPub    Inside       Gtl      OldTown       Norm
## 1787         Lvl    AllPub    Corner       Gtl      OldTown     Artery
## 1788         Lvl    AllPub    Inside       Gtl      OldTown     Artery
## 1789         Lvl    AllPub    Inside       Gtl      OldTown       Norm
## 1790         Lvl    AllPub    Corner       Gtl      OldTown       Norm
## 1791         Lvl    AllPub    Corner       Gtl        NAmes     Artery
## 1792         Lvl    AllPub    Inside       Gtl        NAmes       Norm
## 1793         Lvl    AllPub    Inside       Gtl        NAmes       Norm
## 1794         Lvl    AllPub    Inside       Gtl        NAmes       Norm
## 1795         Lvl    AllPub    Corner       Gtl        NAmes       Norm
## 1796         HLS    AllPub    Inside       Mod        NAmes       Norm
## 1797         Lvl    AllPub    Inside       Gtl        NAmes     Artery
## 1798         Lvl    AllPub    Inside       Gtl        NAmes       Norm
## 1799         Lvl    AllPub    Corner       Gtl        NAmes       Norm
## 1800         Lvl    AllPub    Inside       Gtl        NAmes       Norm
## 1801         Lvl    AllPub    Inside       Gtl        NAmes     Artery
## 1802         Lvl    AllPub    Corner       Gtl        NAmes     Artery
## 1803         Lvl    AllPub    Corner       Gtl        NAmes       Norm
## 1804         Lvl    AllPub    Inside       Gtl        NAmes       Norm
## 1805         Lvl    AllPub    Inside       Gtl        NAmes       Norm
## 1806         Lvl    AllPub    Inside       Gtl      OldTown       Norm
## 1807         Lvl    AllPub    Inside       Gtl      OldTown       Norm
## 1808         Lvl    AllPub    Inside       Gtl      OldTown       Norm
## 1809         Lvl    AllPub    Corner       Gtl      OldTown       Norm
## 1810         Lvl    AllPub    Inside       Gtl      OldTown       Norm
## 1811         Lvl    AllPub    Corner       Gtl      OldTown     Artery
## 1812         Lvl    AllPub    Inside       Gtl      OldTown       Norm
## 1813         Lvl    AllPub    Inside       Gtl      OldTown       Norm
## 1814         Lvl    AllPub    Corner       Gtl      OldTown       Norm
## 1815         Lvl    AllPub    Corner       Gtl      OldTown       Norm
## 1816         Lvl    AllPub    Inside       Gtl      OldTown       Norm
## 1817         Lvl    AllPub    Inside       Gtl      OldTown       Norm
## 1818         Lvl    AllPub    Corner       Gtl      OldTown     Artery
## 1819         Lvl    AllPub    Inside       Gtl      OldTown       Norm
## 1820         Lvl    AllPub    Inside       Gtl      OldTown       Norm
## 1821         Lvl    AllPub    Inside       Gtl      OldTown       Norm
## 1822         Lvl    AllPub    Inside       Gtl      OldTown       Norm
## 1823         Lvl    AllPub    Corner       Gtl       IDOTRR       Norm
## 1824         Lvl    AllPub    Inside       Gtl      BrkSide       Norm
## 1825         Lvl    AllPub    Inside       Gtl      BrkSide       RRAn
## 1826         Lvl    AllPub    Corner       Gtl      BrkSide       Norm
## 1827         Lvl    AllPub    Inside       Gtl      BrkSide       Norm
## 1828         Lvl    AllPub    Inside       Gtl      BrkSide       Norm
## 1829         Lvl    AllPub    Inside       Gtl      BrkSide       Norm
## 1830         Lvl    AllPub    Inside       Gtl      OldTown       Norm
## 1831         Lvl    AllPub    Inside       Gtl      OldTown       Norm
## 1832         Bnk    AllPub    Inside       Gtl      OldTown       Norm
## 1833         Lvl    AllPub    Inside       Gtl       IDOTRR       Norm
## 1834         Bnk    AllPub    Corner       Mod      OldTown      Feedr
## 1835         Bnk    AllPub    Corner       Gtl      OldTown      Feedr
## 1836         Lvl    AllPub    Corner       Gtl       IDOTRR       Norm
## 1837         Lvl    AllPub    Inside       Gtl       IDOTRR       Norm
## 1838         Bnk    AllPub    Inside       Gtl       IDOTRR     Artery
## 1839         Lvl    AllPub    Inside       Gtl       Sawyer       Norm
## 1840         Lvl    AllPub    Inside       Gtl      Edwards       Norm
## 1841         Lvl    AllPub    Inside       Gtl      Edwards       Norm
## 1842         Lvl    AllPub    Inside       Gtl      Edwards       Norm
## 1843         Lvl    AllPub    Inside       Gtl       Sawyer       Norm
## 1844         Lvl    AllPub   CulDSac       Gtl       Sawyer       Norm
## 1845         Lvl    AllPub    Inside       Gtl       Sawyer       Norm
## 1846         Lvl    AllPub    Inside       Gtl       Sawyer       Norm
## 1847         Lvl    AllPub    Inside       Gtl      ClearCr       Norm
## 1848         Lvl    AllPub    Corner       Gtl       Sawyer       Norm
## 1849         Lvl    AllPub   CulDSac       Gtl      Edwards       Norm
## 1850         Lvl    AllPub    Inside       Gtl      Edwards       Norm
## 1851         Bnk    AllPub    Inside       Gtl      Edwards       Norm
## 1852         Lvl    AllPub    Inside       Gtl      Edwards       Norm
## 1853         Lvl    AllPub    Inside       Gtl      Edwards       Norm
## 1854         Lvl    AllPub    Inside       Gtl      SawyerW      Feedr
## 1855         Lvl    AllPub    Inside       Gtl      SawyerW       Norm
## 1856         Lvl    AllPub    Corner       Gtl      SawyerW       Norm
## 1857         Bnk    AllPub       FR2       Gtl      SawyerW      Feedr
## 1858         Lvl    AllPub    Inside       Gtl      SawyerW      Feedr
## 1859         Bnk    AllPub    Inside       Gtl      SawyerW       Norm
## 1860         Lvl    AllPub    Inside       Gtl      SawyerW      Feedr
## 1861         Bnk    AllPub    Inside       Gtl      SawyerW       Norm
## 1862         Lvl    AllPub    Inside       Gtl      SawyerW       Norm
## 1863         Lvl    AllPub    Inside       Gtl      SawyerW      Feedr
## 1864         Lvl    AllPub    Inside       Gtl      SawyerW      Feedr
## 1865         Lvl    AllPub    Inside       Gtl      CollgCr       Norm
## 1866         Lvl    AllPub    Inside       Gtl      CollgCr       Norm
## 1867         Lvl    AllPub    Inside       Gtl      CollgCr       Norm
## 1868         Lvl    AllPub    Inside       Gtl      CollgCr       Norm
## 1869         Lvl    AllPub    Inside       Gtl      CollgCr       Norm
## 1870         Lvl    AllPub    Corner       Gtl      CollgCr       Norm
## 1871         Lvl    AllPub    Inside       Gtl      CollgCr       Norm
## 1872         Lvl    AllPub    Inside       Gtl      CollgCr       Norm
## 1873         HLS    AllPub   CulDSac       Mod      ClearCr       Norm
## 1874         Low    AllPub    Inside       Mod      CollgCr       Norm
## 1875         Low    AllPub    Inside       Gtl      CollgCr       PosN
## 1876         Lvl    AllPub    Inside       Gtl      CollgCr       Norm
## 1877         Lvl    AllPub    Inside       Gtl      CollgCr       Norm
## 1878         Lvl    AllPub    Inside       Gtl      CollgCr       Norm
## 1879         Lvl    AllPub   CulDSac       Gtl      CollgCr       Norm
## 1880         Lvl    AllPub    Inside       Gtl      CollgCr       Norm
## 1881         Lvl    AllPub    Corner       Gtl      CollgCr       Norm
## 1882         Lvl    AllPub    Inside       Gtl      CollgCr       Norm
## 1883         Lvl    AllPub    Inside       Gtl      CollgCr       Norm
## 1884         Lvl    AllPub    Corner       Gtl      CollgCr       Norm
## 1885         Lvl    AllPub       FR3       Gtl      CollgCr      Feedr
## 1886         Lvl    AllPub    Inside       Gtl      CollgCr       Norm
## 1887         Lvl    AllPub    Inside       Gtl      CollgCr       Norm
## 1888         Lvl    AllPub    Inside       Gtl      CollgCr       Norm
## 1889         Lvl    AllPub    Corner       Gtl      CollgCr       Norm
## 1890         Lvl    AllPub    Inside       Gtl      Edwards       Norm
## 1891         Lvl    AllPub    Inside       Gtl      Edwards       Norm
## 1892         HLS    AllPub    Inside       Mod      Edwards       Norm
## 1893         Lvl    AllPub    Inside       Gtl      Edwards       Norm
## 1894         Lvl    AllPub    Inside       Gtl      Edwards       Norm
## 1895         Lvl    AllPub    Inside       Gtl      Edwards       Norm
## 1896         Lvl    AllPub    Inside       Gtl      Edwards       Norm
## 1897         Lvl    AllPub    Corner       Gtl        SWISU       Norm
## 1898         Bnk    AllPub    Inside       Gtl        SWISU      Feedr
## 1899         Lvl    AllPub    Inside       Gtl      Crawfor       Norm
## 1900         Lvl    AllPub    Inside       Gtl      Crawfor       Norm
## 1901         HLS    AllPub    Inside       Mod      Crawfor       Norm
## 1902         HLS    AllPub    Inside       Gtl      Crawfor       Norm
## 1903         HLS    AllPub    Corner       Gtl      Crawfor       Norm
## 1904         Lvl    AllPub    Inside       Gtl      Crawfor      Feedr
## 1905         Lvl    AllPub    Inside       Gtl      Crawfor       Norm
## 1906         Bnk    AllPub    Inside       Gtl      Crawfor       Norm
## 1907         Bnk    AllPub    Corner       Mod      Crawfor       PosA
## 1908         Lvl    AllPub    Inside       Gtl      Blueste       Norm
## 1909         Lvl    AllPub    Inside       Gtl      Blueste       Norm
## 1910         Lvl    AllPub    Inside       Gtl      Blueste       Norm
## 1911         Lvl    AllPub    Inside       Gtl      Crawfor       Norm
## 1912         Bnk    AllPub    Inside       Gtl      Crawfor       Norm
## 1913         Bnk    AllPub    Inside       Gtl       IDOTRR       Norm
## 1914         Lvl    AllPub    Inside       Gtl       IDOTRR       Norm
## 1915         HLS    AllPub    Inside       Mod      Crawfor       Norm
## 1917         Lvl    AllPub    Inside       Gtl      Mitchel       Norm
## 1918         Lvl    AllPub    Inside       Gtl      Mitchel       Norm
## 1919         Bnk    AllPub    Inside       Gtl      Mitchel       Norm
## 1920         Lvl    AllPub    Inside       Gtl      Mitchel       Norm
## 1921         HLS    AllPub    Corner       Gtl       Timber       Norm
## 1922         HLS    AllPub    Corner       Gtl       Timber       Norm
## 1923         Lvl    AllPub   CulDSac       Gtl       Timber       Norm
## 1924         Lvl    AllPub    Corner       Gtl       Timber       Norm
## 1925         Lvl    AllPub    Corner       Gtl       Timber       Norm
## 1926         HLS    AllPub    Inside       Gtl       Timber       Norm
## 1927         Lvl    AllPub    Inside       Gtl      Mitchel       Norm
## 1928         Lvl    AllPub    Inside       Mod      Mitchel       Norm
## 1929         Lvl    AllPub    Inside       Gtl      Mitchel       Norm
## 1930         Lvl    AllPub    Inside       Gtl      Mitchel       Norm
## 1931         Lvl    AllPub    Inside       Gtl      Mitchel       Norm
## 1932         Lvl    AllPub    Inside       Gtl      Mitchel       Norm
## 1933         Lvl    AllPub    Inside       Mod      Mitchel       Norm
## 1934         Lvl    AllPub    Inside       Gtl      Gilbert       Norm
## 1935         Lvl    AllPub    Inside       Gtl      Gilbert       Norm
## 1936         Lvl    AllPub    Inside       Gtl      Gilbert       Norm
## 1937         Lvl    AllPub    Corner       Gtl      Gilbert       Norm
## 1938         Lvl    AllPub    Inside       Gtl      Gilbert       Norm
## 1939         Lvl    AllPub    Corner       Gtl      StoneBr       Norm
## 1940         HLS    AllPub    Inside       Gtl      StoneBr       Norm
## 1941         Lvl    AllPub    Corner       Gtl      Gilbert       Norm
## 1942         Lvl    AllPub       FR3       Gtl      Gilbert       Norm
## 1943         HLS    AllPub    Inside       Mod      StoneBr       Norm
## 1944         HLS    AllPub    Corner       Gtl      StoneBr       Norm
## 1945         HLS    AllPub   CulDSac       Gtl      StoneBr       Norm
## 1947         HLS    AllPub    Inside       Gtl      StoneBr       PosN
## 1948         Lvl    AllPub    Inside       Gtl      Gilbert       Norm
## 1949         Lvl    AllPub    Inside       Gtl       NWAmes       Norm
## 1950         Lvl    AllPub    Inside       Gtl       NWAmes       Norm
## 1951         Lvl    AllPub   CulDSac       Gtl       NWAmes       Norm
## 1952         Lvl    AllPub    Inside       Gtl       NWAmes       Norm
## 1953         Lvl    AllPub    Corner       Gtl       NWAmes       Norm
## 1954         Lvl    AllPub    Inside       Gtl       NWAmes       Norm
## 1955         Lvl    AllPub    Inside       Gtl       NWAmes       Norm
## 1956         Lvl    AllPub    Corner       Gtl       NWAmes       Norm
## 1957         Lvl    AllPub    Inside       Gtl       NWAmes       Norm
## 1958         Lvl    AllPub       FR3       Gtl       NWAmes       Norm
## 1959         Lvl    AllPub       FR2       Gtl        NAmes       Norm
## 1960         Lvl    AllPub       FR2       Gtl        NAmes       Norm
## 1961         Lvl    AllPub    Inside       Gtl        NAmes       Norm
## 1962         Lvl    AllPub    Inside       Gtl       BrDale       Norm
## 1963         Lvl    AllPub    Inside       Gtl       BrDale       Norm
## 1964         Lvl    AllPub    Inside       Gtl       BrDale       Norm
## 1965         Lvl    AllPub       FR2       Gtl      NPkVill       Norm
## 1966         Lvl    AllPub    Inside       Gtl      NPkVill       Norm
## 1967         Lvl    AllPub    Inside       Gtl      NridgHt       Norm
## 1968         Lvl    AllPub    Inside       Gtl      NridgHt       Norm
## 1969         Lvl    AllPub    Inside       Gtl      NridgHt       Norm
## 1970         Lvl    AllPub    Inside       Gtl      NridgHt       Norm
## 1971         Lvl    AllPub    Inside       Gtl      NridgHt       PosN
## 1972         Lvl    AllPub    Inside       Gtl      NridgHt       Norm
## 1973         Lvl    AllPub    Inside       Gtl      NridgHt       Norm
## 1974         Lvl    AllPub    Inside       Gtl      NridgHt       Norm
## 1975         HLS    AllPub    Inside       Mod      NridgHt       Norm
## 1976         Lvl    AllPub    Corner       Gtl      NridgHt       Norm
## 1977         Lvl    AllPub    Inside       Gtl      NridgHt       Norm
## 1978         Lvl    AllPub    Corner       Gtl      NridgHt       Norm
## 1979         Lvl    AllPub    Inside       Gtl      NridgHt       Norm
## 1980         Lvl    AllPub    Corner       Gtl      NridgHt       Norm
## 1981         Lvl    AllPub    Inside       Gtl      NridgHt       Norm
## 1982         Lvl    AllPub    Inside       Gtl      NridgHt       Norm
## 1983         Lvl    AllPub    Inside       Gtl      NridgHt       Norm
## 1984         Lvl    AllPub    Inside       Gtl      NridgHt       Norm
## 1985         Lvl    AllPub    Inside       Gtl      Blmngtn       Norm
## 1986         Lvl    AllPub    Inside       Gtl      Blmngtn       Norm
## 1987         Lvl    AllPub    Inside       Gtl      Blmngtn       Norm
## 1988         Lvl    AllPub    Inside       Gtl      Gilbert       Norm
## 1989         Lvl    AllPub    Inside       Gtl      Gilbert       Norm
## 1990         Lvl    AllPub    Inside       Gtl      Gilbert       Norm
## 1991         Lvl    AllPub    Inside       Gtl      NridgHt       Norm
## 1992         Lvl    AllPub    Inside       Gtl      Gilbert       Norm
## 1993         Lvl    AllPub    Inside       Gtl      Gilbert       RRAn
## 1994         Lvl    AllPub       FR2       Gtl      Gilbert       RRAn
## 1995         Lvl    AllPub    Inside       Gtl      Gilbert       Norm
## 1996         Lvl    AllPub    Inside       Gtl      NoRidge       Norm
## 1997         Lvl    AllPub       FR2       Gtl      NoRidge       Norm
## 1998         Lvl    AllPub    Inside       Gtl      NoRidge       Norm
## 1999         Lvl    AllPub   CulDSac       Gtl      NoRidge       Norm
## 2000         Lvl    AllPub   CulDSac       Gtl      NoRidge       Norm
## 2001         Lvl    AllPub    Inside       Gtl      NoRidge       Norm
## 2002         Lvl    AllPub    Inside       Gtl      Somerst       RRAn
## 2003         Lvl    AllPub    Inside       Gtl      Somerst       Norm
## 2004         Lvl    AllPub    Inside       Gtl      Somerst       Norm
## 2005         Lvl    AllPub    Corner       Gtl      Somerst      Feedr
## 2006         Lvl    AllPub    Inside       Gtl      Somerst       Norm
## 2007         Lvl    AllPub    Inside       Gtl      Somerst       Norm
## 2008         Lvl    AllPub    Inside       Gtl      Somerst       Norm
## 2009         Lvl    AllPub    Inside       Gtl      SawyerW       Norm
## 2010         Lvl    AllPub       FR2       Gtl      SawyerW       Norm
## 2011         Lvl    AllPub    Inside       Gtl      SawyerW       RRAe
## 2012         Lvl    AllPub    Corner       Gtl      SawyerW       Norm
## 2013         Lvl    AllPub    Inside       Gtl      SawyerW       Norm
## 2014         Lvl    AllPub    Inside       Gtl      SawyerW       Norm
## 2015         Lvl    AllPub   CulDSac       Gtl      SawyerW       Norm
## 2016         Lvl    AllPub    Inside       Gtl      SawyerW       Norm
## 2017         Lvl    AllPub    Corner       Gtl      SawyerW       Norm
## 2018         Lvl    AllPub    Inside       Gtl       Sawyer       RRAe
## 2019         Lvl    AllPub    Inside       Gtl       Sawyer      Feedr
## 2020         Lvl    AllPub    Inside       Gtl       Sawyer       RRAe
## 2021         Lvl    AllPub    Inside       Gtl       Sawyer       Norm
## 2022         Lvl    AllPub    Inside       Gtl      Veenker       Norm
## 2023         Lvl    AllPub    Corner       Gtl       Sawyer      Feedr
## 2024         Lvl    AllPub    Inside       Gtl      NoRidge       Norm
## 2025         Lvl    AllPub    Inside       Gtl      NoRidge       Norm
## 2026         Lvl    AllPub    Corner       Gtl      Somerst       Norm
## 2027         Lvl    AllPub    Inside       Gtl      Somerst       Norm
## 2028         Lvl    AllPub    Inside       Gtl      Somerst       Norm
## 2029         Lvl    AllPub    Inside       Gtl      Somerst       Norm
## 2030         Lvl    AllPub    Inside       Gtl      Somerst       Norm
## 2031         Lvl    AllPub    Inside       Gtl      Somerst       Norm
## 2032         Lvl    AllPub    Inside       Gtl      Somerst       Norm
## 2033         Lvl    AllPub    Inside       Gtl      Somerst       Norm
## 2034         Lvl    AllPub    Inside       Gtl      Somerst       Norm
## 2035         Lvl    AllPub    Corner       Gtl      Somerst       Norm
## 2036         Lvl    AllPub    Inside       Gtl      Somerst       Norm
## 2037         Lvl    AllPub    Inside       Gtl      Somerst       Norm
## 2038         Lvl    AllPub    Inside       Gtl      Somerst       Norm
## 2039         Lvl    AllPub   CulDSac       Gtl      Veenker       Norm
## 2040         Lvl    AllPub   CulDSac       Gtl      Veenker       Norm
## 2041         Lvl    AllPub    Inside       Gtl      Veenker       Norm
## 2042         Lvl    AllPub    Inside       Gtl      Somerst       Norm
## 2043         Lvl    AllPub    Inside       Gtl       NWAmes       Norm
## 2044         Lvl    AllPub    Inside       Gtl       NWAmes       Norm
## 2045         Lvl    AllPub   CulDSac       Gtl       NWAmes       Norm
## 2046         Lvl    AllPub    Inside       Gtl       NWAmes       RRAn
## 2047         Lvl    AllPub    Inside       Gtl        NAmes      Feedr
## 2048         Lvl    AllPub    Inside       Gtl        NAmes       Norm
## 2049         Lvl    AllPub    Inside       Gtl        NAmes       Norm
## 2050         Lvl    AllPub    Inside       Gtl       NWAmes       Norm
## 2051         Lvl    AllPub    Inside       Gtl        NAmes       Norm
## 2052         Lvl    AllPub    Corner       Gtl        NAmes       Norm
## 2053         Lvl    AllPub    Corner       Gtl        NAmes       Norm
## 2054         Bnk    AllPub    Inside       Mod      BrkSide       RRAn
## 2055         Lvl    AllPub    Inside       Gtl        NAmes       Norm
## 2056         Lvl    AllPub    Inside       Gtl        NAmes       Norm
## 2057         Lvl    AllPub    Inside       Gtl        NAmes     Artery
## 2058         Lvl    AllPub    Inside       Gtl        NAmes       Norm
## 2059         Lvl    AllPub    Inside       Gtl        NAmes       Norm
## 2060         Lvl    AllPub    Inside       Gtl        NAmes       Norm
## 2061         Lvl    AllPub    Inside       Gtl        NAmes      Feedr
## 2062         Lvl    AllPub    Inside       Gtl        NAmes       Norm
## 2063         Lvl    AllPub    Inside       Gtl        NAmes       Norm
## 2064         Lvl    AllPub    Corner       Gtl        NAmes       Norm
## 2065         Lvl    AllPub    Inside       Sev        NAmes       Norm
## 2066         Lvl    AllPub    Inside       Gtl        NAmes       Norm
## 2067         Lvl    AllPub    Inside       Gtl        NAmes       Norm
## 2068         Lvl    AllPub    Inside       Gtl        NAmes       Norm
## 2069         Lvl    AllPub    Inside       Gtl      OldTown       Norm
## 2070         Lvl    AllPub    Corner       Gtl      OldTown       Norm
## 2071         Lvl    AllPub    Corner       Gtl      OldTown       Norm
## 2072         Lvl    AllPub    Inside       Gtl      OldTown       Norm
## 2073         Lvl    AllPub    Corner       Gtl        NAmes      Feedr
## 2074         Lvl    AllPub    Corner       Gtl        NAmes       Norm
## 2075         Lvl    AllPub    Inside       Gtl        NAmes       Norm
## 2076         Lvl    AllPub    Inside       Gtl        NAmes       Norm
## 2077         Lvl    AllPub    Inside       Gtl        NAmes       Norm
## 2078         Lvl    AllPub    Inside       Gtl        NAmes       Norm
## 2079         Lvl    AllPub    Inside       Gtl        NAmes     Artery
## 2080         Lvl    AllPub    Corner       Gtl        NAmes      Feedr
## 2081         Lvl    AllPub    Inside       Gtl        NAmes       Norm
## 2082         Lvl    AllPub    Corner       Gtl        NAmes     Artery
## 2083         Lvl    AllPub    Inside       Gtl        NAmes       Norm
## 2084         Lvl    AllPub    Inside       Gtl        NAmes       Norm
## 2085         Lvl    AllPub    Inside       Gtl        NAmes       PosN
## 2086         Bnk    AllPub    Inside       Gtl      OldTown     Artery
## 2087         Lvl    AllPub    Inside       Gtl      OldTown     Artery
## 2088         Lvl    AllPub    Inside       Gtl      OldTown       Norm
## 2089         Lvl    AllPub    Corner       Gtl      OldTown       Norm
## 2090         Lvl    AllPub    Inside       Gtl      OldTown       Norm
## 2091         Lvl    AllPub    Inside       Gtl      OldTown       Norm
## 2092         Lvl    AllPub    Inside       Gtl      OldTown       Norm
## 2093         Lvl    AllPub    Corner       Gtl      OldTown     Artery
## 2094         Lvl    AllPub    Inside       Gtl      OldTown       Norm
## 2095         Lvl    AllPub    Inside       Gtl      OldTown       Norm
## 2096         Lvl    AllPub    Inside       Gtl      OldTown       Norm
## 2097         Lvl    AllPub    Inside       Gtl      OldTown       Norm
## 2098         Lvl    AllPub    Corner       Gtl      OldTown       Norm
## 2099         Lvl    AllPub    Corner       Gtl      OldTown       Norm
## 2100         Lvl    AllPub    Inside       Gtl      OldTown       Norm
## 2101         Lvl    AllPub    Inside       Gtl      OldTown       Norm
## 2102         Lvl    AllPub    Corner       Gtl      OldTown     Artery
## 2103         Lvl    AllPub    Corner       Gtl      OldTown       Norm
## 2104         Lvl    AllPub    Inside       Gtl      OldTown       Norm
## 2105         Lvl    AllPub    Corner       Gtl      OldTown       Norm
## 2106         Lvl    AllPub    Inside       Gtl      OldTown       Norm
## 2107         Lvl    AllPub    Inside       Gtl      OldTown       Norm
## 2108         Lvl    AllPub    Inside       Gtl      OldTown       Norm
## 2109         Lvl    AllPub    Inside       Gtl      OldTown       Norm
## 2110         Bnk    AllPub    Inside       Gtl      BrkSide       Norm
## 2111         Bnk    AllPub    Corner       Gtl      BrkSide       RRAn
## 2112         Lvl    AllPub    Inside       Gtl      BrkSide       Norm
## 2113         Lvl    AllPub    Inside       Gtl      BrkSide      Feedr
## 2114         Lvl    AllPub    Corner       Gtl      BrkSide      Feedr
## 2115         Lvl    AllPub    Inside       Gtl      BrkSide       Norm
## 2116         HLS    AllPub    Inside       Gtl      BrkSide       Norm
## 2117         Lvl    AllPub    Inside       Gtl      BrkSide       Norm
## 2118         Lvl    AllPub    Inside       Gtl      BrkSide       Norm
## 2119         Bnk    AllPub    Inside       Mod      BrkSide       Norm
## 2120         Lvl    AllPub       FR2       Gtl      BrkSide      Feedr
## 2122         Lvl    AllPub    Inside       Gtl      BrkSide       Norm
## 2123         Lvl    AllPub    Inside       Gtl      BrkSide       Norm
## 2124         Lvl    AllPub    Inside       Gtl      BrkSide       Norm
## 2125         Lvl    AllPub    Inside       Gtl      OldTown     Artery
## 2126         Lvl    AllPub    Inside       Gtl      BrkSide       Norm
## 2127         Lvl    AllPub    Inside       Gtl      OldTown       Norm
## 2128         Lvl    AllPub    Inside       Gtl      OldTown       Norm
## 2129         Lvl    AllPub    Inside       Gtl       IDOTRR       RRNe
## 2130         Lvl    AllPub    Inside       Gtl       IDOTRR       Norm
## 2131         Bnk    AllPub    Inside       Gtl       IDOTRR       Norm
## 2132         Lvl    AllPub    Inside       Gtl       IDOTRR       Norm
## 2133         Lvl    AllPub    Corner       Gtl       IDOTRR       Norm
## 2134         Lvl    AllPub    Inside       Gtl       IDOTRR       Norm
## 2135         Lvl    AllPub    Inside       Gtl       IDOTRR       RRNe
## 2136         Lvl    AllPub    Inside       Gtl       IDOTRR       Norm
## 2137         Lvl    AllPub    Inside       Gtl       Sawyer      Feedr
## 2138         Lvl    AllPub    Corner       Gtl       Sawyer      Feedr
## 2139         Lvl    AllPub    Inside       Gtl       Sawyer       Norm
## 2140         Lvl    AllPub    Inside       Gtl       Sawyer       Norm
## 2141         Lvl    AllPub   CulDSac       Gtl       Sawyer       Norm
## 2142         Lvl    AllPub    Corner       Gtl       Sawyer       Norm
## 2143         Lvl    AllPub   CulDSac       Gtl       Sawyer       Norm
## 2144         Lvl    AllPub    Inside       Gtl       Sawyer      Feedr
## 2145         Lvl    AllPub    Inside       Gtl       Sawyer      Feedr
## 2146         Lvl    AllPub    Inside       Gtl       Sawyer       PosA
## 2147         Lvl    AllPub    Corner       Gtl      ClearCr       Norm
## 2148         Lvl    AllPub    Corner       Gtl       Sawyer       Norm
## 2149         Lvl    AllPub    Inside       Gtl       Sawyer       Norm
## 2150         Lvl    AllPub   CulDSac       Gtl      ClearCr       Norm
## 2151         Lvl    AllPub    Inside       Gtl      Edwards       Norm
## 2153         Lvl    AllPub    Inside       Gtl      Edwards       Norm
## 2154         Lvl    AllPub    Inside       Gtl      Edwards       Norm
## 2155         Lvl    AllPub    Corner       Gtl      Edwards       Norm
## 2156         Lvl    AllPub    Corner       Gtl      SawyerW       Norm
## 2157         Lvl    AllPub    Inside       Gtl      SawyerW       Norm
## 2158         Lvl    AllPub   CulDSac       Gtl      SawyerW       Norm
## 2159         Lvl    AllPub    Corner       Gtl      SawyerW       Norm
## 2160         Lvl    AllPub    Inside       Gtl      CollgCr       Norm
## 2161         Lvl    AllPub    Inside       Gtl      CollgCr       Norm
## 2162         Lvl    AllPub    Inside       Gtl      CollgCr       Norm
## 2163         Lvl    AllPub    Inside       Gtl      CollgCr       PosN
## 2164         Lvl    AllPub    Corner       Gtl      SawyerW       Norm
## 2165         Bnk    AllPub   CulDSac       Gtl      ClearCr       Norm
## 2166         Low    AllPub    Inside       Mod      CollgCr       Norm
## 2167         Lvl    AllPub    Inside       Gtl      CollgCr       Norm
## 2168         Lvl    AllPub    Corner       Gtl      CollgCr       PosN
## 2169         Lvl    AllPub    Inside       Gtl      CollgCr       Norm
## 2170         Lvl    AllPub    Inside       Gtl      CollgCr       Norm
## 2171         Lvl    AllPub    Inside       Gtl      CollgCr       Norm
## 2172         Lvl    AllPub    Inside       Gtl      CollgCr       Norm
## 2173         Lvl    AllPub   CulDSac       Gtl      CollgCr       Norm
## 2174         Lvl    AllPub    Inside       Gtl      CollgCr       Norm
## 2175         Lvl    AllPub   CulDSac       Gtl      CollgCr       Norm
## 2176         Lvl    AllPub   CulDSac       Gtl      CollgCr       Norm
## 2177         Lvl    AllPub   CulDSac       Gtl      CollgCr       Norm
## 2178         Lvl    AllPub    Inside       Gtl      CollgCr       Norm
## 2179         Lvl    AllPub    Inside       Gtl      CollgCr       Norm
## 2180         Lvl    AllPub    Corner       Gtl      CollgCr       Norm
## 2181         Lvl    AllPub    Inside       Gtl      CollgCr       Norm
## 2182         Lvl    AllPub    Corner       Gtl      CollgCr       Norm
## 2183         Lvl    AllPub    Inside       Gtl      CollgCr       Norm
## 2184         Lvl    AllPub    Inside       Gtl      Edwards       Norm
## 2185         Lvl    AllPub    Inside       Gtl      Edwards       Norm
## 2186         Lvl    AllPub    Inside       Gtl      Edwards       Norm
## 2187         Lvl    AllPub   CulDSac       Gtl      Edwards       Norm
## 2188         Lvl    AllPub    Inside       Gtl      Edwards       Norm
## 2190         Lvl    AllPub    Corner       Gtl      Edwards       Norm
## 2191         Lvl    AllPub    Inside       Gtl      Edwards       Norm
## 2192         Lvl    AllPub    Inside       Gtl      Edwards       Norm
## 2193         Lvl    AllPub    Inside       Gtl      Edwards       Norm
## 2194         Lvl    AllPub    Inside       Gtl      Edwards       Norm
## 2195         Bnk    AllPub    Inside       Mod      Edwards       Norm
## 2196         Bnk    AllPub    Inside       Mod      Edwards       Norm
## 2197         Lvl    AllPub    Inside       Gtl      Edwards       Norm
## 2198         Lvl    AllPub    Corner       Gtl        SWISU       Norm
## 2199         Lvl    AllPub    Inside       Gtl        SWISU       Norm
## 2200         Bnk    AllPub    Inside       Gtl      Crawfor       Norm
## 2201         Lvl    AllPub    Inside       Gtl      Crawfor       Norm
## 2202         Lvl    AllPub    Corner       Gtl      Crawfor       Norm
## 2203         HLS    AllPub    Corner       Gtl      Crawfor       Norm
## 2204         HLS    AllPub    Inside       Mod      Crawfor       Norm
## 2205         HLS    AllPub    Inside       Gtl      Crawfor      Feedr
## 2206         Lvl    AllPub    Corner       Gtl      Crawfor      Feedr
## 2207         HLS    AllPub    Inside       Mod      Crawfor       Norm
## 2208         Bnk    AllPub    Inside       Gtl      Crawfor       Norm
## 2209         Lvl    AllPub   CulDSac       Gtl      Crawfor       Norm
## 2210         Lvl    AllPub   CulDSac       Gtl      Blueste       Norm
## 2211         Lvl    AllPub    Inside       Gtl       IDOTRR       Norm
## 2212         Lvl    AllPub    Inside       Gtl       IDOTRR       Norm
## 2213         Lvl    AllPub    Inside       Gtl       IDOTRR       Norm
## 2214         Lvl    AllPub    Inside       Gtl       IDOTRR       Norm
## 2215         Lvl    AllPub    Inside       Gtl       IDOTRR       Norm
## 2216         Lvl    AllPub    Inside       Gtl       IDOTRR       Norm
## 2218         Lvl    AllPub    Corner       Gtl       IDOTRR      Feedr
## 2219         Lvl    AllPub    Corner       Gtl       IDOTRR      Feedr
## 2220         Bnk    AllPub    Inside       Gtl       IDOTRR       Norm
## 2221         HLS    AllPub    Inside       Mod      Crawfor       Norm
## 2222         HLS    AllPub    Inside       Mod      Crawfor       Norm
## 2223         Lvl    AllPub    Inside       Gtl      Mitchel       Norm
## 2224         Lvl    AllPub    Inside       Gtl      Mitchel       Norm
## 2225         Lvl    AllPub    Inside       Gtl      Mitchel       Norm
## 2226         Lvl    AllPub    Inside       Gtl      Mitchel       Norm
## 2227         Lvl    AllPub    Inside       Gtl       Timber       Norm
## 2228         HLS    AllPub    Inside       Gtl       Timber       Norm
## 2229         HLS    AllPub    Corner       Gtl       Timber       Norm
## 2230         Lvl    AllPub    Inside       Gtl       Timber       Norm
## 2231         HLS    AllPub    Corner       Gtl       Timber       Norm
## 2232         Lvl    AllPub    Inside       Gtl       Timber       Norm
## 2233         Lvl    AllPub    Corner       Gtl       Timber       Norm
## 2234         Lvl    AllPub    Inside       Gtl       Timber       Norm
## 2235         Lvl    AllPub    Inside       Gtl       Timber       Norm
## 2236         HLS    AllPub    Inside       Gtl       Timber       Norm
## 2237         Lvl    AllPub    Inside       Gtl       Timber       Norm
## 2238         Lvl    AllPub    Corner       Gtl      Mitchel       Norm
## 2239         Lvl    AllPub       FR2       Gtl      Mitchel      Feedr
## 2240         Lvl    AllPub       FR2       Gtl      Mitchel       Norm
## 2241         Lvl    AllPub    Corner       Gtl      Mitchel       Norm
## 2242         Lvl    AllPub    Inside       Gtl      MeadowV       Norm
## 2243         Lvl    AllPub    Inside       Gtl      MeadowV       Norm
## 2244         Lvl    AllPub    Inside       Gtl      MeadowV       Norm
## 2245         Lvl    AllPub    Inside       Gtl      MeadowV       Norm
## 2246         Lvl    AllPub    Corner       Gtl      Mitchel       Norm
## 2247         Lvl    AllPub    Inside       Gtl      MeadowV       Norm
## 2248         Lvl    AllPub    Inside       Gtl      Mitchel       Norm
## 2249         Lvl    AllPub    Inside       Gtl      Mitchel       Norm
## 2250         Lvl    AllPub    Corner       Gtl      Mitchel       Norm
## 2252         Lvl    AllPub    Inside       Gtl        NAmes       Norm
## 2253         HLS    AllPub    Inside       Gtl      Gilbert       Norm
## 2254         Lvl    AllPub   CulDSac       Gtl      Gilbert       Norm
## 2255         Lvl    AllPub    Inside       Gtl      Gilbert       Norm
## 2256         Lvl    AllPub    Inside       Gtl      Gilbert       Norm
## 2257         Lvl    AllPub    Inside       Gtl      Gilbert       Norm
## 2258         Lvl    AllPub    Corner       Gtl      Gilbert       Norm
## 2259         Lvl    AllPub   CulDSac       Gtl      Gilbert       Norm
## 2260         Lvl    AllPub    Inside       Gtl      Gilbert       Norm
## 2261         Lvl    AllPub    Inside       Gtl      StoneBr       Norm
## 2262         HLS    AllPub    Inside       Gtl      StoneBr       Norm
## 2263         Lvl    AllPub    Inside       Gtl      StoneBr       Norm
## 2264         Lvl    AllPub   CulDSac       Gtl      StoneBr       PosN
## 2265         Lvl    AllPub       FR2       Gtl      Gilbert       Norm
## 2266         HLS    AllPub    Inside       Gtl      StoneBr       Norm
## 2267         HLS    AllPub    Inside       Gtl      StoneBr       Norm
## 2268         HLS    AllPub    Inside       Gtl      StoneBr       PosA
## 2269         Lvl    AllPub    Inside       Gtl       NWAmes       Norm
## 2270         Lvl    AllPub    Inside       Gtl       NWAmes       Norm
## 2271         Lvl    AllPub    Inside       Gtl       NWAmes       Norm
## 2272         Lvl    AllPub    Inside       Gtl       NWAmes       PosA
## 2273         Lvl    AllPub       FR2       Gtl       NWAmes       Norm
## 2274         Lvl    AllPub    Inside       Gtl       NWAmes       Norm
## 2275         Lvl    AllPub    Inside       Gtl       NWAmes       PosN
## 2276         Lvl    AllPub   CulDSac       Gtl       NWAmes       PosN
## 2277         Lvl    AllPub    Inside       Gtl       NWAmes       PosN
## 2278         Lvl    AllPub    Inside       Gtl        NAmes       Norm
## 2279         Lvl    AllPub    Inside       Gtl        NAmes       Norm
## 2280         Lvl    AllPub       FR2       Gtl        NAmes       Norm
## 2281         Lvl    AllPub    Inside       Gtl        NAmes       Norm
## 2282         Lvl    AllPub       FR2       Gtl        NAmes       Norm
## 2283         Lvl    AllPub    Inside       Gtl       BrDale       Norm
## 2284         Lvl    AllPub    Inside       Gtl       BrDale       Norm
## 2285         Lvl    AllPub    Inside       Gtl      NPkVill       Norm
## 2286         Lvl    AllPub    Inside       Gtl        NAmes       Norm
## 2287         Lvl    AllPub       FR2       Gtl      NridgHt       Norm
## 2288         Lvl    AllPub    Inside       Gtl      NridgHt       Norm
## 2289         Lvl    AllPub    Corner       Gtl      NridgHt       Norm
## 2290         Lvl    AllPub    Inside       Gtl      NridgHt       Norm
## 2291         Lvl    AllPub    Inside       Gtl      NridgHt       Norm
## 2292         Lvl    AllPub    Inside       Gtl      NridgHt       Norm
## 2293         Lvl    AllPub    Inside       Gtl      NridgHt       Norm
## 2294         Lvl    AllPub   CulDSac       Gtl      NridgHt       Norm
## 2295         Lvl    AllPub   CulDSac       Gtl      NridgHt       Norm
## 2296         Lvl    AllPub    Corner       Gtl      NridgHt       Norm
## 2297         Lvl    AllPub    Inside       Gtl      NridgHt       Norm
## 2298         HLS    AllPub    Corner       Mod      NridgHt       Norm
## 2299         Lvl    AllPub    Inside       Gtl      NridgHt       Norm
## 2300         Lvl    AllPub    Inside       Gtl      NridgHt       Norm
## 2301         Lvl    AllPub    Inside       Gtl      NridgHt       Norm
## 2302         Lvl    AllPub    Inside       Gtl      NridgHt       Norm
## 2303         Lvl    AllPub    Inside       Gtl      NridgHt       Norm
## 2304         Lvl    AllPub    Corner       Gtl      NridgHt       Norm
## 2305         Lvl    AllPub    Inside       Gtl      NridgHt       Norm
## 2306         Lvl    AllPub    Inside       Gtl      NridgHt       Norm
## 2307         Lvl    AllPub    Inside       Gtl      NridgHt       Norm
## 2308         Lvl    AllPub    Inside       Gtl      NridgHt       Norm
## 2309         Lvl    AllPub    Inside       Gtl      NridgHt       Norm
## 2310         Lvl    AllPub    Inside       Gtl      NridgHt       Norm
## 2311         Lvl    AllPub    Inside       Gtl      NridgHt       Norm
## 2312         Lvl    AllPub    Inside       Gtl      Gilbert       RRAn
## 2313         Lvl    AllPub    Inside       Gtl      Gilbert       RRAn
## 2314         Lvl    AllPub    Inside       Gtl      Gilbert       RRAn
## 2315         Lvl    AllPub    Inside       Gtl      Gilbert       Norm
## 2316         Lvl    AllPub    Inside       Gtl      Gilbert       Norm
## 2317         Lvl    AllPub    Corner       Gtl      Gilbert       Norm
## 2318         Lvl    AllPub    Inside       Gtl      Gilbert       Norm
## 2319         Lvl    AllPub    Inside       Gtl      Gilbert       Norm
## 2320         Lvl    AllPub    Inside       Gtl      Gilbert       Norm
## 2321         Lvl    AllPub    Inside       Gtl      Blmngtn       Norm
## 2322         Lvl    AllPub    Inside       Gtl      Blmngtn       Norm
## 2323         Lvl    AllPub    Inside       Gtl      Gilbert       Norm
## 2324         Lvl    AllPub    Corner       Gtl      Gilbert       Norm
## 2325         Lvl    AllPub    Inside       Gtl      Gilbert       Norm
## 2326         Lvl    AllPub    Corner       Gtl      Gilbert       Norm
## 2327         Lvl    AllPub    Inside       Gtl      Gilbert       Norm
## 2328         Lvl    AllPub    Inside       Gtl      Gilbert       Norm
## 2329         Lvl    AllPub    Inside       Gtl      Gilbert       Norm
## 2330         Lvl    AllPub    Inside       Gtl      Gilbert       Norm
## 2331         Lvl    AllPub    Inside       Gtl      NoRidge       Norm
## 2332         Lvl    AllPub    Inside       Gtl      NoRidge       Norm
## 2333         Lvl    AllPub    Inside       Gtl      NoRidge       Norm
## 2334         Lvl    AllPub    Inside       Gtl      NoRidge       Norm
## 2335         Lvl    AllPub    Inside       Gtl      NoRidge       Norm
## 2336         Lvl    AllPub    Inside       Gtl      NoRidge       Norm
## 2337         Lvl    AllPub    Inside       Gtl      Somerst      Feedr
## 2338         Lvl    AllPub    Inside       Gtl      Somerst      Feedr
## 2339         Lvl    AllPub    Inside       Gtl      Somerst       Norm
## 2340         Lvl    AllPub    Inside       Gtl      Somerst       Norm
## 2341         Lvl    AllPub       FR2       Gtl      Somerst      Feedr
## 2342         Lvl    AllPub    Inside       Gtl      Somerst       Norm
## 2343         Lvl    AllPub    Inside       Gtl      Somerst       Norm
## 2344         Lvl    AllPub    Inside       Gtl      Somerst       Norm
## 2345         Lvl    AllPub    Inside       Gtl      Somerst       Norm
## 2346         Lvl    AllPub    Inside       Gtl      Somerst       Norm
## 2347         Lvl    AllPub    Inside       Gtl      Somerst       Norm
## 2348         Lvl    AllPub    Inside       Gtl      Somerst       Norm
## 2349         Lvl    AllPub    Corner       Gtl      Somerst       Norm
## 2350         Lvl    AllPub    Inside       Gtl      Somerst       Norm
## 2351         Lvl    AllPub    Corner       Gtl      Somerst       Norm
## 2352         Lvl    AllPub    Corner       Gtl      Somerst       Norm
## 2353         Lvl    AllPub    Inside       Gtl      Somerst       Norm
## 2354         Lvl    AllPub    Inside       Gtl      SawyerW       Norm
## 2355         Lvl    AllPub    Inside       Gtl      SawyerW       Norm
## 2356         Lvl    AllPub    Inside       Gtl      SawyerW       RRAe
## 2357         Lvl    AllPub    Inside       Gtl      SawyerW       Norm
## 2358         Lvl    AllPub    Corner       Gtl      SawyerW       Norm
## 2359         Lvl    AllPub    Inside       Gtl      SawyerW       Norm
## 2360         Lvl    AllPub    Inside       Gtl       Sawyer       Norm
## 2361         Lvl    AllPub    Corner       Gtl       Sawyer       Norm
## 2362         Bnk    AllPub    Inside       Gtl      Veenker       Norm
## 2363         Lvl    AllPub   CulDSac       Gtl       Sawyer       RRAe
## 2364         Lvl    AllPub   CulDSac       Gtl       Sawyer       RRAe
## 2365         Lvl    AllPub       FR2       Gtl      Somerst       Norm
## 2366         Lvl    AllPub    Inside       Gtl      Somerst       Norm
## 2367         Lvl    AllPub    Inside       Gtl      Somerst       Norm
## 2368         Lvl    AllPub    Inside       Gtl      Somerst       Norm
## 2369         Lvl    AllPub    Inside       Gtl      Somerst       Norm
## 2370         Lvl    AllPub    Inside       Gtl      Somerst       Norm
## 2371         Lvl    AllPub    Inside       Gtl      Somerst       Norm
## 2372         Lvl    AllPub    Inside       Gtl      Somerst       Norm
## 2373         Lvl    AllPub    Inside       Gtl      Somerst       Norm
## 2374         Lvl    AllPub    Inside       Gtl      Somerst       Norm
## 2375         Lvl    AllPub       FR2       Gtl      Veenker       Norm
## 2376         Lvl    AllPub    Inside       Gtl      Veenker       Norm
## 2377         Lvl    AllPub    Inside       Gtl      Veenker       Norm
## 2378         Lvl    AllPub    Inside       Gtl       NWAmes       RRAn
## 2379         Lvl    AllPub    Inside       Gtl       NWAmes       PosA
## 2380         Lvl    AllPub    Inside       Gtl       NWAmes       PosN
## 2381         Lvl    AllPub    Corner       Gtl       NWAmes       Norm
## 2382         Lvl    AllPub    Corner       Gtl       NWAmes       Norm
## 2383         Lvl    AllPub    Inside       Gtl       NWAmes       Norm
## 2384         Lvl    AllPub    Inside       Gtl       NWAmes       Norm
## 2385         Lvl    AllPub    Corner       Gtl       NWAmes       Norm
## 2386         Lvl    AllPub    Inside       Gtl       NWAmes       Norm
## 2387         Lvl    AllPub    Inside       Gtl        NAmes       Norm
## 2388         Lvl    AllPub    Inside       Gtl        NAmes       Norm
## 2389         Lvl    AllPub    Inside       Gtl        NAmes       Norm
## 2390         Lvl    AllPub   CulDSac       Gtl        NAmes       Norm
## 2391         Lvl    AllPub   CulDSac       Gtl        NAmes       Norm
## 2392         Lvl    AllPub    Inside       Gtl        NAmes       Norm
## 2393         Lvl    AllPub    Inside       Gtl        NAmes       Norm
## 2394         Lvl    AllPub    Inside       Gtl        NAmes       Norm
## 2395         Lvl    AllPub    Inside       Gtl        NAmes       Norm
## 2396         Lvl    AllPub    Inside       Gtl        NAmes       Norm
## 2397         Lvl    AllPub    Corner       Gtl        NAmes       Norm
## 2398         Lvl    AllPub    Inside       Gtl        NAmes       Norm
## 2399         Lvl    AllPub    Inside       Gtl      BrkSide       Norm
## 2400         Lvl    AllPub    Inside       Gtl      BrkSide      Feedr
## 2401         Lvl    AllPub    Inside       Gtl      BrkSide       RRAn
## 2402         Lvl    AllPub    Inside       Gtl        NAmes       Norm
## 2403         Lvl    AllPub    Corner       Gtl        NAmes       Norm
## 2404         Lvl    AllPub    Inside       Gtl        NAmes       Norm
## 2405         Lvl    AllPub    Inside       Gtl        NAmes       Norm
## 2406         Lvl    AllPub    Inside       Gtl        NAmes       Norm
## 2407         Lvl    AllPub    Inside       Gtl        NAmes       Norm
## 2408         Lvl    AllPub    Corner       Gtl        NAmes       Norm
## 2409         Lvl    AllPub    Inside       Gtl        NAmes       Norm
## 2410         Lvl    AllPub    Inside       Gtl        NAmes      Feedr
## 2411         Lvl    AllPub    Inside       Gtl        NAmes       Norm
## 2412         Lvl    AllPub    Inside       Gtl        NAmes       Norm
## 2413         Lvl    AllPub    Inside       Gtl        NAmes       Norm
## 2414         Lvl    AllPub    Inside       Gtl        NAmes       Norm
## 2415         Lvl    AllPub    Inside       Gtl        NAmes       Norm
## 2416         Lvl    AllPub    Inside       Gtl        NAmes       Norm
## 2417         Lvl    AllPub    Inside       Gtl        NAmes       Norm
## 2418         Lvl    AllPub    Corner       Gtl        NAmes       Norm
## 2419         Lvl    AllPub    Inside       Gtl        NAmes       Norm
## 2420         Lvl    AllPub    Corner       Gtl        NAmes       Norm
## 2421         Lvl    AllPub    Inside       Gtl        NAmes       Norm
## 2422         Lvl    AllPub    Inside       Gtl      OldTown     Artery
## 2423         Lvl    AllPub    Inside       Gtl      OldTown     Artery
## 2424         Lvl    AllPub    Inside       Gtl        NAmes       Norm
## 2425         Lvl    AllPub    Inside       Gtl        NAmes       Norm
## 2426         Lvl    AllPub    Corner       Gtl      OldTown       Norm
## 2427         Lvl    AllPub    Inside       Gtl      OldTown       Norm
## 2428         Lvl    AllPub    Inside       Gtl        NAmes       Norm
## 2429         Lvl    AllPub    Inside       Gtl        NAmes       Norm
## 2430         Lvl    AllPub    Inside       Gtl        NAmes       Norm
## 2431         Lvl    AllPub    Inside       Gtl        NAmes       Norm
## 2432         Lvl    AllPub    Inside       Gtl        NAmes       Norm
## 2433         Lvl    AllPub    Inside       Gtl        NAmes       Norm
## 2434         Lvl    AllPub    Inside       Gtl        NAmes       Norm
## 2435         Lvl    AllPub    Inside       Gtl        NAmes       Norm
## 2436         Lvl    AllPub    Corner       Gtl        NAmes      Feedr
## 2437         Lvl    AllPub    Inside       Gtl        NAmes       PosN
## 2438         Lvl    AllPub    Inside       Gtl        NAmes       Norm
## 2439         Bnk    AllPub    Inside       Gtl      OldTown     Artery
## 2440         Lvl    AllPub    Inside       Gtl      OldTown       Norm
## 2441         Lvl    AllPub    Corner       Gtl      OldTown     Artery
## 2442         Lvl    AllPub    Inside       Gtl      OldTown       Norm
## 2443         Lvl    AllPub    Inside       Gtl      OldTown       Norm
## 2444         Lvl    AllPub    Corner       Gtl      OldTown       Norm
## 2445         Lvl    AllPub    Inside       Gtl      OldTown       Norm
## 2446         Lvl    AllPub    Inside       Gtl      OldTown     Artery
## 2447         Lvl    AllPub    Inside       Gtl      OldTown       Norm
## 2448         Lvl    AllPub    Inside       Gtl      OldTown       Norm
## 2449         Lvl    AllPub    Inside       Gtl      OldTown       Norm
## 2450         Lvl    AllPub    Inside       Gtl      OldTown       Norm
## 2451         Lvl    AllPub    Inside       Gtl      OldTown       Norm
## 2452         Lvl    AllPub    Corner       Gtl      OldTown       Norm
## 2453         Lvl    AllPub    Inside       Gtl      OldTown       Norm
## 2454         Lvl    AllPub    Inside       Gtl      OldTown       Norm
## 2455         Bnk    AllPub    Inside       Mod      BrkSide       Norm
## 2456         HLS    AllPub    Inside       Gtl      BrkSide       RRNn
## 2457         Lvl    AllPub    Inside       Gtl      BrkSide       Norm
## 2458         Lvl    AllPub    Inside       Gtl      BrkSide       Norm
## 2459         Lvl    AllPub    Inside       Gtl      BrkSide       Norm
## 2460         Lvl    AllPub    Inside       Gtl      BrkSide       Norm
## 2461         Lvl    AllPub    Inside       Gtl      BrkSide       Norm
## 2462         Lvl    AllPub    Inside       Gtl      BrkSide       Norm
## 2463         Lvl    AllPub    Inside       Gtl      BrkSide       Norm
## 2464         Lvl    AllPub    Inside       Gtl      OldTown       Norm
## 2465         Bnk    AllPub    Inside       Gtl      BrkSide       Norm
## 2466         Lvl    AllPub    Inside       Gtl      BrkSide       RRAn
## 2467         Lvl    AllPub    Corner       Gtl      OldTown      Feedr
## 2468         Lvl    AllPub    Inside       Gtl      OldTown       Norm
## 2469         Lvl    AllPub    Inside       Gtl      OldTown       Norm
## 2470         Lvl    AllPub    Corner       Gtl       IDOTRR       Norm
## 2471         Lvl    AllPub    Inside       Gtl       IDOTRR       Norm
## 2472         Lvl    AllPub    Inside       Gtl       IDOTRR       Norm
## 2473         Lvl    AllPub    Inside       Gtl       IDOTRR       Norm
## 2475         Bnk    AllPub    Inside       Gtl       Sawyer      Feedr
## 2476         Lvl    AllPub    Corner       Gtl        SWISU       Norm
## 2477         Lvl    AllPub    Inside       Gtl       Sawyer       Norm
## 2478         Lvl    AllPub    Inside       Gtl       Sawyer       Norm
## 2479         Lvl    AllPub    Inside       Gtl       Sawyer      Feedr
## 2480         Lvl    AllPub    Inside       Gtl       Sawyer       Norm
## 2481         Lvl    AllPub    Inside       Gtl       Sawyer       Norm
## 2482         Lvl    AllPub       FR3       Gtl       Sawyer      Feedr
## 2483         Lvl    AllPub    Inside       Gtl       Sawyer       Norm
## 2484         Lvl    AllPub    Inside       Gtl       Sawyer       Norm
## 2485         Lvl    AllPub    Corner       Gtl       Sawyer      Feedr
## 2486         Bnk    AllPub    Inside       Mod       Sawyer       PosA
## 2487         Lvl    AllPub    Inside       Gtl       Sawyer      Feedr
## 2488         Lvl    AllPub    Inside       Gtl       Sawyer       Norm
## 2489         Lvl    AllPub    Inside       Gtl       Sawyer       Norm
## 2491         Lvl    AllPub    Inside       Gtl       Sawyer       Norm
## 2492         Lvl    AllPub    Corner       Gtl      ClearCr       Norm
## 2493         Lvl    AllPub    Corner       Gtl      Edwards       Norm
## 2494         Lvl    AllPub    Inside       Gtl      Edwards       Norm
## 2495         Lvl    AllPub    Inside       Gtl      Edwards      Feedr
## 2496         Lvl    AllPub    Corner       Gtl      ClearCr       Norm
## 2497         Lvl    AllPub    Inside       Gtl      Edwards       Norm
## 2498         HLS    AllPub    Inside       Gtl        SWISU       Norm
## 2499         Lvl    AllPub   CulDSac       Gtl      Edwards       Norm
## 2500         Lvl    AllPub    Inside       Mod      Edwards       Norm
## 2501         Lvl    AllPub    Inside       Gtl      Edwards       Norm
## 2502         Lvl    AllPub    Inside       Gtl      Edwards       Norm
## 2503         Lvl    AllPub    Inside       Gtl      Edwards       Norm
## 2504         Lvl    AllPub    Inside       Gtl      SawyerW      Feedr
## 2505         Lvl    AllPub    Inside       Gtl      SawyerW       Norm
## 2506         Lvl    AllPub    Inside       Gtl      CollgCr       Norm
## 2507         Lvl    AllPub    Inside       Gtl      CollgCr       Norm
## 2508         Lvl    AllPub    Inside       Gtl      CollgCr       Norm
## 2509         Lvl    AllPub    Inside       Gtl      CollgCr       Norm
## 2510         Lvl    AllPub    Inside       Gtl      CollgCr       Norm
## 2511         Lvl    AllPub    Inside       Gtl      CollgCr       Norm
## 2512         Lvl    AllPub    Inside       Gtl      CollgCr       Norm
## 2513         Lvl    AllPub    Inside       Gtl      SawyerW       Norm
## 2514         Low    AllPub    Inside       Sev      ClearCr       Norm
## 2515         Lvl    AllPub   CulDSac       Gtl      CollgCr       Norm
## 2516         Lvl    AllPub    Inside       Gtl      CollgCr       Norm
## 2517         Lvl    AllPub    Inside       Gtl      CollgCr       Norm
## 2518         Low    AllPub    Inside       Mod      CollgCr       Norm
## 2519         Lvl    AllPub   CulDSac       Gtl      CollgCr       Norm
## 2520         Lvl    AllPub   CulDSac       Gtl      CollgCr       Norm
## 2521         Lvl    AllPub    Inside       Gtl      CollgCr       Norm
## 2522         Lvl    AllPub    Inside       Gtl      CollgCr       Norm
## 2523         Bnk    AllPub    Inside       Gtl      CollgCr       Norm
## 2524         Lvl    AllPub    Inside       Gtl      CollgCr       Norm
## 2525         Lvl    AllPub    Inside       Gtl      CollgCr       Norm
## 2526         Lvl    AllPub   CulDSac       Gtl      CollgCr       Norm
## 2527         Lvl    AllPub   CulDSac       Gtl      CollgCr       Norm
## 2528         Lvl    AllPub    Corner       Gtl      CollgCr       Norm
## 2529         Lvl    AllPub    Inside       Gtl      CollgCr       Norm
## 2530         Lvl    AllPub    Inside       Gtl      CollgCr       Norm
## 2531         Lvl    AllPub    Inside       Gtl      CollgCr       Norm
## 2532         Lvl    AllPub    Inside       Gtl      CollgCr       Norm
## 2533         Lvl    AllPub    Inside       Gtl      CollgCr       Norm
## 2534         Lvl    AllPub    Inside       Gtl      CollgCr       Norm
## 2535         Lvl    AllPub    Inside       Gtl      CollgCr       Norm
## 2536         Lvl    AllPub    Corner       Gtl      CollgCr       Norm
## 2537         Lvl    AllPub   CulDSac       Mod      CollgCr       Norm
## 2538         Lvl    AllPub    Inside       Gtl      CollgCr       Norm
## 2539         Lvl    AllPub       FR2       Gtl      CollgCr       Norm
## 2540         Lvl    AllPub    Inside       Gtl      CollgCr       Norm
## 2541         Lvl    AllPub    Inside       Gtl      CollgCr       Norm
## 2542         Lvl    AllPub    Inside       Gtl      CollgCr       Norm
## 2543         Low    AllPub    Inside       Gtl      Edwards       Norm
## 2544         Lvl    AllPub    Inside       Gtl      Edwards       Norm
## 2545         Lvl    AllPub    Inside       Gtl      Edwards       Norm
## 2546         Lvl    AllPub    Inside       Gtl      Edwards       Norm
## 2547         Lvl    AllPub    Inside       Gtl      Edwards       Norm
## 2548         Lvl    AllPub   CulDSac       Gtl      Edwards       Norm
## 2549         Lvl    AllPub    Inside       Gtl      Edwards       Norm
## 2550         Bnk    AllPub    Inside       Gtl      Edwards       Norm
## 2551         Lvl    AllPub    Inside       Gtl      Edwards       Norm
## 2552         Lvl    AllPub    Inside       Gtl      Edwards       Norm
## 2553         Lvl    AllPub    Corner       Gtl      Edwards       Norm
## 2554         Lvl    AllPub    Inside       Gtl      Edwards       Norm
## 2555         Bnk    AllPub    Corner       Gtl      Edwards       Norm
## 2556         Lvl    AllPub    Inside       Gtl      Edwards       Norm
## 2557         HLS    AllPub    Inside       Gtl      Edwards       Norm
## 2558         Lvl    AllPub    Inside       Gtl        SWISU       Norm
## 2559         Lvl    AllPub    Inside       Gtl      Crawfor       Norm
## 2560         HLS    AllPub    Inside       Gtl      Crawfor       Norm
## 2561         Lvl    AllPub    Inside       Gtl      Crawfor       Norm
## 2562         Lvl    AllPub    Inside       Gtl      Crawfor       Norm
## 2563         Lvl    AllPub    Inside       Gtl      Crawfor       Norm
## 2564         Lvl    AllPub    Inside       Gtl      Crawfor       Norm
## 2565         HLS    AllPub    Inside       Gtl      Crawfor       Norm
## 2566         HLS    AllPub    Inside       Gtl      Crawfor       Norm
## 2567         Lvl    AllPub    Inside       Gtl      Crawfor       Norm
## 2568         Lvl    AllPub   CulDSac       Gtl      Crawfor       Norm
## 2569         Lvl    AllPub   CulDSac       Gtl      Crawfor       Norm
## 2570         Lvl    AllPub    Inside       Gtl      Blueste       Norm
## 2571         Lvl    AllPub    Inside       Gtl      Crawfor       Norm
## 2572         Bnk    AllPub    Inside       Mod      Blueste       Norm
## 2573         Bnk    AllPub    Corner       Gtl      Crawfor       Norm
## 2574         HLS    AllPub   CulDSac       Gtl      Crawfor       Norm
## 2575         Lvl    AllPub    Corner       Gtl       IDOTRR       Norm
## 2576         Lvl    AllPub    Inside       Gtl       IDOTRR     Artery
## 2578         Lvl    AllPub    Inside       Gtl       IDOTRR     Artery
## 2579         Lvl    AllPub    Corner       Gtl       IDOTRR       Norm
## 2580         Lvl    AllPub    Inside       Gtl       IDOTRR      Feedr
## 2581         Lvl    AllPub    Corner       Gtl       IDOTRR       Norm
## 2582         Lvl    AllPub    Inside       Gtl       IDOTRR       Norm
## 2583         HLS    AllPub    Inside       Mod      Crawfor       Norm
## 2584         Bnk    AllPub   CulDSac       Gtl      Mitchel       Norm
## 2585         Lvl    AllPub    Inside       Gtl      Mitchel       Norm
## 2586         Lvl    AllPub   CulDSac       Gtl      Mitchel       Norm
## 2587         Lvl    AllPub   CulDSac       Gtl      Mitchel       Norm
## 2588         Lvl    AllPub    Inside       Gtl      Mitchel       Norm
## 2589         Lvl    AllPub    Corner       Gtl      Mitchel       Norm
## 2590         Lvl    AllPub    Inside       Gtl       Timber       Norm
## 2591         Lvl    AllPub    Inside       Gtl       Timber       Norm
## 2592         HLS    AllPub    Inside       Gtl       Timber       Norm
## 2593         HLS    AllPub    Inside       Gtl       Timber       Norm
## 2594         Lvl    AllPub   CulDSac       Gtl       Timber       Norm
## 2595         Lvl    AllPub    Inside       Gtl       Timber       Norm
## 2596         Lvl    AllPub    Inside       Gtl       Timber       Norm
## 2597         Lvl    AllPub    Inside       Gtl       Timber       Norm
## 2598         Lvl    AllPub    Inside       Gtl       Timber       Norm
## 2599         HLS    AllPub    Inside       Gtl       Timber       PosA
## 2600         Lvl    AllPub    Inside       Gtl      Mitchel     Artery
## 2601         Lvl    AllPub       FR3       Gtl      Mitchel       Norm
## 2602         Lvl    AllPub    Inside       Gtl      MeadowV       Norm
## 2603         Lvl    AllPub    Inside       Gtl      MeadowV       Norm
## 2604         Lvl    AllPub    Inside       Gtl      MeadowV       Norm
## 2605         Lvl    AllPub    Inside       Gtl      MeadowV       Norm
## 2606         Lvl    AllPub    Inside       Gtl      Mitchel       Norm
## 2607         Low    AllPub    Corner       Mod      Mitchel       Norm
## 2608         Lvl    AllPub    Inside       Gtl      Mitchel       Norm
## 2609         Lvl    AllPub    Corner       Gtl      Mitchel       Norm
## 2610         Lvl    AllPub    Inside       Gtl      Mitchel       Norm
## 2611         Lvl    AllPub    Inside       Gtl      Mitchel       Norm
## 2612         Lvl    AllPub    Corner       Gtl      Mitchel       Norm
## 2613         Lvl    AllPub    Inside       Gtl      Mitchel       Norm
## 2614         Lvl    AllPub    Inside       Gtl      Mitchel       Norm
## 2615         Lvl    AllPub    Inside       Gtl        NAmes       Norm
## 2616         Lvl    AllPub    Inside       Gtl        NAmes       Norm
## 2617         Lvl    AllPub    Corner       Gtl        NAmes       Norm
## 2618         Low    AllPub   CulDSac       Sev        NAmes       Norm
## 2619         Lvl    AllPub    Corner       Gtl        NAmes       Norm
## 2620         Lvl    AllPub    Inside       Gtl      Gilbert       Norm
## 2621         Lvl    AllPub    Inside       Gtl      Gilbert       Norm
## 2622         Lvl    AllPub    Inside       Gtl      Gilbert       Norm
## 2623         HLS    AllPub   CulDSac       Gtl      Gilbert       Norm
## 2624         HLS    AllPub   CulDSac       Gtl      Gilbert       Norm
## 2625         Lvl    AllPub    Inside       Gtl      StoneBr       Norm
## 2626         Lvl    AllPub    Inside       Gtl      Gilbert       Norm
## 2627         Lvl    AllPub    Inside       Gtl      StoneBr       Norm
## 2628         HLS    AllPub   CulDSac       Gtl      StoneBr       Norm
## 2629         HLS    AllPub   CulDSac       Gtl      StoneBr       Norm
## 2630         HLS    AllPub   CulDSac       Gtl      StoneBr       Norm
## 2631         Lvl    AllPub   CulDSac       Gtl      StoneBr       Norm
## 2632         HLS    AllPub    Corner       Gtl      StoneBr       Norm
## 2633         HLS    AllPub    Inside       Gtl      StoneBr       Norm
## 2634         HLS    AllPub    Inside       Gtl      StoneBr       Norm
## 2635         Lvl    AllPub       FR3       Gtl       NWAmes       Norm
## 2636         Lvl    AllPub    Inside       Gtl       NWAmes       PosA
## 2637         Lvl    AllPub    Inside       Gtl       NWAmes       Norm
## 2638         Lvl    AllPub    Inside       Gtl      Somerst       RRAn
## 2639         Lvl    AllPub    Inside       Gtl       NWAmes       Norm
## 2640         Lvl    AllPub    Inside       Gtl       NWAmes       Norm
## 2641         Lvl    AllPub    Inside       Gtl        NAmes       Norm
## 2642         Lvl    AllPub       FR2       Gtl        NAmes       Norm
## 2643         Lvl    AllPub    Inside       Gtl       BrDale       Norm
## 2644         Lvl    AllPub    Inside       Gtl       BrDale       Norm
## 2645         Lvl    AllPub    Inside       Gtl       BrDale       Norm
## 2646         Lvl    AllPub    Inside       Gtl       BrDale       Norm
## 2647         Lvl    AllPub    Inside       Gtl       BrDale       Norm
## 2648         Lvl    AllPub    Inside       Gtl      NPkVill       Norm
## 2649         Lvl    AllPub    Inside       Gtl        NAmes       Norm
## 2650         Lvl    AllPub       FR2       Gtl      NPkVill       Norm
## 2651         Lvl    AllPub    Inside       Gtl      NPkVill       Norm
## 2652         Lvl    AllPub    Inside       Gtl      NridgHt       Norm
## 2653         Lvl    AllPub    Corner       Gtl      NridgHt       Norm
## 2654         Lvl    AllPub    Corner       Gtl      NridgHt       Norm
## 2655         HLS    AllPub    Corner       Mod      NridgHt       Norm
## 2656         Lvl    AllPub    Corner       Gtl      NridgHt       Norm
## 2657         Lvl    AllPub    Inside       Gtl      NridgHt       Norm
## 2658         Lvl    AllPub    Corner       Gtl      NridgHt       Norm
## 2659         Lvl    AllPub    Inside       Gtl      NridgHt       Norm
## 2660         Lvl    AllPub    Inside       Gtl      NridgHt       Norm
## 2661         Lvl    AllPub    Inside       Gtl      NridgHt       Norm
## 2662         Lvl    AllPub    Corner       Gtl      NridgHt       Norm
## 2663         Lvl    AllPub    Corner       Gtl      NridgHt       Norm
## 2664         Lvl    AllPub    Inside       Gtl      NridgHt       Norm
## 2665         Lvl    AllPub    Inside       Gtl      NridgHt       Norm
## 2666         Lvl    AllPub    Inside       Gtl      NridgHt       Norm
## 2667         Lvl    AllPub    Inside       Gtl      Gilbert       RRAn
## 2668         Lvl    AllPub    Inside       Gtl      Gilbert       RRAn
## 2669         Lvl    AllPub    Inside       Gtl      Gilbert       Norm
## 2670         Lvl    AllPub    Corner       Gtl      Gilbert       Norm
## 2671         Lvl    AllPub    Inside       Gtl      Gilbert       Norm
## 2672         Lvl    AllPub    Inside       Gtl      Blmngtn       Norm
## 2673         Lvl    AllPub    Inside       Gtl      Blmngtn       Norm
## 2674         Lvl    AllPub    Inside       Gtl      Blmngtn       Norm
## 2675         Lvl    AllPub    Inside       Gtl      Blmngtn       Norm
## 2676         Lvl    AllPub    Inside       Gtl      Gilbert       Norm
## 2677         Lvl    AllPub    Inside       Gtl      Gilbert       Norm
## 2678         Lvl    AllPub       FR3       Gtl      Gilbert       Norm
## 2679         Lvl    AllPub    Inside       Gtl      NoRidge       Norm
## 2680         Lvl    AllPub    Corner       Gtl      NoRidge       Norm
## 2681         Lvl    AllPub    Inside       Gtl      NoRidge       Norm
## 2682         Lvl    AllPub    Inside       Gtl      NoRidge       Norm
## 2683         Lvl    AllPub    Inside       Gtl      NoRidge       Norm
## 2684         Lvl    AllPub    Inside       Gtl      NoRidge       Norm
## 2685         Lvl    AllPub    Inside       Gtl      NoRidge       Norm
## 2686         Lvl    AllPub    Inside       Gtl      Somerst       RRAn
## 2687         Lvl    AllPub   CulDSac       Gtl      Somerst       RRAn
## 2688         Lvl    AllPub    Corner       Gtl      Somerst      Feedr
## 2689         Lvl    AllPub    Inside       Gtl      Somerst       Norm
## 2690         Lvl    AllPub    Corner       Gtl      Somerst      Feedr
##      Condition2 BldgType HouseStyle OverallQual OverallCond YearBuilt
## 1461       Norm     1Fam     1Story           5           6      1961
## 1462       Norm     1Fam     1Story           6           6      1958
## 1463       Norm     1Fam     2Story           5           5      1997
## 1464       Norm     1Fam     2Story           6           6      1998
## 1465       Norm   TwnhsE     1Story           8           5      1992
## 1466       Norm     1Fam     2Story           6           5      1993
## 1467       Norm     1Fam     1Story           6           7      1992
## 1468       Norm     1Fam     2Story           6           5      1998
## 1469       Norm     1Fam     1Story           7           5      1990
## 1470       Norm     1Fam     1Story           4           5      1970
## 1471       Norm   TwnhsE     1Story           7           5      1999
## 1472       Norm    Twnhs     2Story           6           5      1971
## 1473       Norm    Twnhs     2Story           5           5      1971
## 1474       Norm    Twnhs     2Story           6           6      1975
## 1475       Norm    Twnhs     1Story           7           6      1975
## 1476       Norm     1Fam     2Story           9           5      2009
## 1477       Norm     1Fam     1Story           8           5      2009
## 1478       Norm     1Fam     1Story           9           5      2005
## 1479       Norm     1Fam     1Story           8           5      2005
## 1480       Norm     1Fam     1Story           9           5      2003
## 1481       Norm     1Fam     2Story           8           5      2002
## 1482       Norm   TwnhsE     1Story           8           5      2006
## 1483       Norm     1Fam     1Story           6           5      2005
## 1484       Norm   TwnhsE     1Story           7           5      2006
## 1485       Norm     1Fam       SLvl           7           5      2004
## 1486       Norm     1Fam     2Story           7           5      2004
## 1487       Norm     1Fam     2Story           8           5      1998
## 1488       Norm     1Fam     1Story           8           5      2005
## 1489       Norm     1Fam     1Story           7           5      2009
## 1490       Norm     1Fam     1Story           6           5      2005
## 1491       Norm     1Fam     2Story           7           5      2004
## 1492       Norm     1Fam     1Story           5           5      1920
## 1493       Norm     1Fam     1Story           6           6      1974
## 1494       Norm     1Fam     2Story           8           5      1993
## 1495       Norm     1Fam     2Story           8           5      1992
## 1496       Norm   TwnhsE     1Story           7           5      2004
## 1497       Norm   TwnhsE     2Story           7           5      2004
## 1498       Norm   TwnhsE     2Story           7           5      2004
## 1499       Norm    Twnhs     2Story           7           5      2004
## 1500       Norm    Twnhs     2Story           6           5      2005
## 1501       Norm   TwnhsE     2Story           6           5      2000
## 1502       Norm   TwnhsE     2Story           7           5      2003
## 1503       Norm     1Fam     1Story           8           5      2010
## 1504       Norm     1Fam     2Story           8           5      2000
## 1505       Norm     1Fam     1Story           7           5      2002
## 1506       Norm     1Fam     1Story           6           6      1967
## 1507       Norm     1Fam     2Story           6           5      1993
## 1508       Norm     1Fam     1.5Fin           6           5      1978
## 1509       Norm     1Fam     2Story           6           6      1971
## 1510       Norm     1Fam     1Story           5           5      1966
## 1511       Norm     1Fam     1Story           5           5      1966
## 1512       Norm     1Fam     1Story           5           6      1967
## 1513       Norm     1Fam       SLvl           6           5      1964
## 1514       Norm   Duplex     1Story           5           6      1962
## 1515       Norm     1Fam     1.5Fin           5           7      1952
## 1516       Norm     1Fam     1.5Fin           6           6      1949
## 1517       Norm     1Fam     SFoyer           6           8      1966
## 1518       Norm   Duplex     1Story           5           5      1958
## 1519       Norm     1Fam     1Story           7           5      2003
## 1520       Norm     1Fam     1Story           5           5      1959
## 1521       Norm     1Fam     1Story           5           5      1959
## 1522       Norm     1Fam     1Story           6           5      1959
## 1523       Norm     1Fam     1.5Fin           4           5      1956
## 1524       Norm     1Fam     1Story           5           7      1952
## 1525       Norm     1Fam     1Story           5           6      1955
## 1526       Norm   2fmCon     1Story           5           5      1958
## 1527       Norm     1Fam     1Story           4           7      1920
## 1528       Norm     1Fam     1.5Fin           6           8      1948
## 1529       Norm     1Fam     1Story           5           6      1960
## 1530       Norm     1Fam     1Story           6           7      1963
## 1531       Norm     1Fam     1.5Fin           4           5      1900
## 1532       Norm     1Fam     1Story           5           7      1920
## 1533       Norm     1Fam     1Story           5           7      1957
## 1534       Norm     1Fam     1.5Fin           6           7      1938
## 1535       Norm     1Fam     1.5Fin           5           7      1948
## 1536       Norm     1Fam     1.5Fin           5           6      1920
## 1537       Norm     1Fam     1Story           2           2      1923
## 1538       Norm     1Fam     2Story           8           9      1900
## 1539       Norm     1Fam     2Story           8           9      1890
## 1540       Norm   2fmCon     2Story           5           3      1910
## 1541       Norm     1Fam     2Story           6           7      1922
## 1542      Feedr     1Fam     1.5Fin           5           6      1950
## 1543       Norm     1Fam     2.5Unf           7           7      1922
## 1544       Norm     1Fam     1Story           4           7      1925
## 1545       Norm     1Fam     1.5Fin           6           7      1939
## 1546       Norm     1Fam     1.5Fin           6           6      1940
## 1547       Norm     1Fam     1.5Fin           5           6      1942
## 1548       Norm     1Fam     1.5Fin           6           7      1948
## 1549       Norm     1Fam     1.5Fin           5           7      1936
## 1550       Norm     1Fam     1.5Fin           5           5      1930
## 1551       Norm     1Fam     1Story           6           5      1923
## 1552       Norm     1Fam     1.5Fin           4           5      1915
## 1553       Norm     1Fam     2Story           6           8      1912
## 1554       Norm     1Fam     2Story           6           8      1920
## 1555       Norm     1Fam     1Story           5           5      1959
## 1557       Norm   2fmCon     1.5Fin           5           4      1915
## 1558       Norm     1Fam     1.5Fin           6           5      1940
## 1559       Norm     1Fam     2Story           4           1      1907
## 1560       Norm   2fmCon     1.5Fin           5           7      1910
## 1561       Norm   Duplex     1Story           4           3      1967
## 1562       Norm     1Fam     1Story           5           7      1966
## 1563       Norm     1Fam     1Story           5           5      1968
## 1564       Norm   Duplex     SFoyer           5           5      1978
## 1565       Norm     1Fam     2Story           5           5      1968
## 1566       Norm     1Fam     1Story           7           7      1977
## 1567       Norm     1Fam     1Story           4           4      1927
## 1568       Norm     1Fam     2Story           6           5      1978
## 1569       Norm     1Fam     1.5Fin           3           4      1938
## 1570       Norm     1Fam     1Story           6           7      1950
## 1571       Norm     1Fam     1.5Fin           4           6      1947
## 1572       Norm     1Fam     1Story           5           7      1954
## 1573       Norm     1Fam     1Story           7           5      2009
## 1574       Norm     1Fam     1Story           5           3      1964
## 1575       Norm     1Fam     1Story           7           5      1987
## 1576       Norm     1Fam     2Story           6           7      1993
## 1577       Norm     1Fam     1Story           7           5      2010
## 1578       Norm     1Fam     1.5Fin           6           8      1900
## 1579       Norm     1Fam     SFoyer           5           5      1996
## 1580       Norm     1Fam     2Story           7           5      1997
## 1581       Norm     1Fam     1Story           5           8      1977
## 1582       Norm     1Fam     1Story           5           6      1972
## 1583       Norm     1Fam     1Story           8           5      2003
## 1584       Norm     1Fam     2Story           7           5      1997
## 1585       Norm   TwnhsE     1Story           6           5      2003
## 1586       Norm     1Fam     1Story           3           6      1945
## 1587       Norm     1Fam     1Story           5           6      1954
## 1588       Norm     1Fam     1Story           5           6      1968
## 1589       Norm     1Fam     1.5Fin           4           5      1948
## 1590       Norm     1Fam       SLvl           6           6      1975
## 1591       Norm     1Fam     1Story           4           5      1958
## 1592       Norm     1Fam     1Story           5           6      1924
## 1593       Norm     1Fam     1Story           6           6      1939
## 1594       Norm   Duplex     2Story           4           6      1967
## 1595       Norm     1Fam     1.5Fin           5           2      1931
## 1596       Norm     1Fam     1.5Fin           7           6      1941
## 1597       Norm   Duplex     2Story           5           6      1950
## 1598       Norm     1Fam       SLvl           7           6      1994
## 1599       Norm   TwnhsE     1Story           8           6      1989
## 1600       Norm   TwnhsE     1Story           8           5      1989
## 1601       Norm     1Fam     1Story           2           5      1941
## 1602       Norm     1Fam     1.5Fin           6           5      1921
## 1603       Norm     1Fam     1Story           4           7      1896
## 1604       Norm   TwnhsE     1Story           8           5      2004
## 1605       Norm     1Fam     2Story           8           5      1998
## 1606       Norm     1Fam       SLvl           6           7      1977
## 1607       Norm   Duplex     1Story           6           5      1976
## 1608       Norm     1Fam     1Story           7           5      2008
## 1609       Norm     1Fam     1Story           7           5      2009
## 1610       Norm     1Fam     2Story           5           5      2006
## 1611       Norm     1Fam     1Story           5           5      1965
## 1612       Norm     1Fam     1Story           5           5      2004
## 1613       Norm     1Fam     1Story           5           5      1999
## 1614       Norm    Twnhs     1Story           5           6      1973
## 1615       Norm    Twnhs     2Story           4           7      1970
## 1616       Norm   TwnhsE     2Story           4           4      1970
## 1617       Norm   TwnhsE     2Story           4           6      1972
## 1618       Norm     1Fam     1Story           5           7      1971
## 1619       Norm     1Fam     1Story           5           7      1984
## 1620       Norm   Duplex     2Story           5           2      1985
## 1621       Norm     1Fam     2Story           5           5      1991
## 1622       Norm     1Fam     1.5Fin           5           5      1969
## 1623       Norm     1Fam     1Story           8           5      1994
## 1624       Norm     1Fam     2Story           6           5      1993
## 1625       Norm     1Fam     1Story           6           5      1956
## 1626       Norm     1Fam     1Story           6           5      1974
## 1627       Norm     1Fam     2Story           6           5      1997
## 1628       Norm     1Fam     2Story           8           5      2003
## 1629       Norm     1Fam       SLvl           7           5      1996
## 1630       Norm   TwnhsE     1Story           8           5      2004
## 1631       Norm     1Fam     1Story           8           5      1998
## 1632       Norm   TwnhsE     1Story           8           5      1995
## 1633       Norm     1Fam       SLvl           7           5      1998
## 1634       Norm     1Fam     2Story           6           5      1998
## 1635       Norm     1Fam     2Story           6           5      1994
## 1636       Norm     1Fam     1Story           6           5      1993
## 1637       Norm     1Fam     2Story           5           6      1977
## 1638       Norm     1Fam     2Story           7           6      1978
## 1639       Norm     1Fam     1Story           6           6      1978
## 1640       Norm     1Fam     2Story           7           7      1980
## 1641       Norm     1Fam     1Story           6           5      1978
## 1642       Norm     1Fam     2Story           7           5      2003
## 1643       Norm     1Fam     2Story           8           5      2000
## 1644       Norm     1Fam     2Story           8           5      2002
## 1645       Norm     1Fam     1Story           5           7      1975
## 1646       Norm     1Fam     1Story           6           6      1974
## 1647       Norm     1Fam     1Story           7           5      1975
## 1648       Norm     1Fam     1Story           5           5      1970
## 1649       Norm     1Fam     1Story           5           7      1971
## 1650       Norm     1Fam     1Story           4           6      1970
## 1651       Norm     1Fam     1Story           4           7      1971
## 1652       Norm    Twnhs     2Story           6           5      1973
## 1653       Norm    Twnhs     2Story           6           6      1972
## 1654       Norm   TwnhsE     2Story           6           5      1976
## 1655       Norm    Twnhs     1Story           7           5      1975
## 1656       Norm    Twnhs     2Story           6           5      1977
## 1657       Norm   TwnhsE     2Story           6           5      1978
## 1658       Norm   TwnhsE     2Story           6           5      1978
## 1659       Norm   TwnhsE     1Story           7           6      1976
## 1660       Norm     1Fam     1Story           5           7      1966
## 1661       Norm     1Fam     2Story           9           5      2007
## 1662       Norm     1Fam     2Story           9           5      2009
## 1663       Norm     1Fam     1Story           9           5      2008
## 1664       PosA     1Fam     1Story          10           5      2007
## 1665       Norm     1Fam     1Story           9           5      2008
## 1666       Norm     1Fam     1Story           8           5      2004
## 1667       Norm     1Fam     2Story           8           5      2007
## 1668       Norm     1Fam     1Story           9           5      2008
## 1669       Norm     1Fam     1Story           9           5      2006
## 1670       Norm     1Fam     1Story           9           5      2008
## 1671       Norm     1Fam     1Story           7           5      2003
## 1672       Norm     1Fam     1Story           9           5      2003
## 1673       Norm     1Fam     2Story           8           5      2003
## 1674       Norm     1Fam     1Story           8           5      2006
## 1675       Norm   TwnhsE     1Story           6           5      2005
## 1676       Norm    Twnhs     1Story           6           5      2005
## 1677       Norm   TwnhsE     1Story           7           5      2007
## 1678       Norm     1Fam     1Story          10           5      2004
## 1679       Norm     1Fam     1Story           8           5      2003
## 1680       Norm   TwnhsE     1Story           9           5      2008
## 1681       Norm   TwnhsE     1Story           9           5      2008
## 1682       Norm     1Fam     1Story           8           5      2002
## 1683       Norm   TwnhsE     1Story           7           5      2003
## 1684       Norm     1Fam     2Story           7           5      2005
## 1685       Norm     1Fam     2Story           6           5      2005
## 1686       Norm   TwnhsE     1Story           7           5      2005
## 1687       Norm     1Fam       SLvl           7           5      2004
## 1688       Norm     1Fam     2Story           7           5      2004
## 1689       Norm     1Fam     2Story           7           5      2004
## 1690       Norm     1Fam     2Story           7           5      2003
## 1691       Norm     1Fam     2Story           7           5      2003
## 1692       Norm     1Fam     2Story           8           5      2002
## 1693       Norm     1Fam       SLvl           7           5      2004
## 1694       Norm     1Fam     2Story           6           5      2000
## 1695       Norm     1Fam       SLvl           7           5      1999
## 1696       Norm     1Fam     2Story           7           5      1999
## 1697       Norm     1Fam       SLvl           7           6      1999
## 1698       Norm     1Fam     2Story           8           5      2000
## 1699       Norm     1Fam     1Story           8           5      1994
## 1700       Norm     1Fam     2Story           7           5      1995
## 1701       Norm     1Fam     2Story           8           5      1993
## 1702       Norm     1Fam     1Story           8           5      2008
## 1703       Norm     1Fam     1Story           8           5      2008
## 1704       Norm     1Fam     1Story           8           5      2007
## 1705       Norm     1Fam     1Story           8           5      2006
## 1706       PosN     1Fam     1Story           9           5      2005
## 1707       Norm     1Fam     1Story           7           5      2008
## 1708       Norm     1Fam     1Story           7           5      2008
## 1709       Norm     1Fam     1Story           9           5      2007
## 1710       Norm     1Fam     1Story           8           5      2006
## 1711       Norm     1Fam     2Story           8           5      2006
## 1712       Norm     1Fam     1Story           8           5      2008
## 1713       Norm     1Fam     1Story           7           5      2006
## 1714       Norm     1Fam     1Story           7           5      2003
## 1715       Norm     1Fam     2Story           7           5      2003
## 1716       Norm     1Fam     1Story           7           6      2007
## 1717       Norm     1Fam     1Story           7           5      2006
## 1718       Norm     1Fam     1Story           6           5      2004
## 1719       Norm     1Fam     2Story           7           5      2004
## 1720       Norm     1Fam     1Story           8           5      2004
## 1721       Norm     1Fam     1Story           7           5      2004
## 1722       Norm     1Fam     1Story           5           5      2004
## 1723       Norm     1Fam     1Story           5           5      2003
## 1724       Norm     1Fam     1Story           7           5      2008
## 1725       Norm     1Fam     2Story           7           5      1996
## 1726       Norm     1Fam     2Story           6           6      1992
## 1727       Norm   TwnhsE     1Story           6           5      1990
## 1728       Norm     1Fam     2Story           7           5      1994
## 1729       Norm     1Fam     2Story           6           7      1986
## 1730       Norm   Duplex     2Story           6           7      1981
## 1731       Norm     1Fam     1Story           5           5      1962
## 1732       Norm     1Fam     1Story           5           6      1961
## 1733       Norm     1Fam     1Story           5           5      1961
## 1734       Norm     1Fam     1Story           5           5      1965
## 1735       Norm     1Fam     1Story           5           8      1963
## 1736       Norm     1Fam     1Story           5           6      1962
## 1737       Norm     1Fam     1Story           8           8      1980
## 1738       Norm     1Fam     2Story           7           8      1991
## 1739       Norm    Twnhs     2Story           7           5      2004
## 1740       Norm   TwnhsE     1Story           6           5      2008
## 1741       Norm   TwnhsE     1Story           6           5      2008
## 1742       Norm   TwnhsE     2Story           6           5      2000
## 1743       Norm   TwnhsE     2Story           7           5      1999
## 1744       Norm     1Fam     1Story           8           9      1977
## 1745       Norm     1Fam     1Story           7           5      1981
## 1746       Norm     1Fam       SLvl           8           5      1976
## 1747       Norm     1Fam     2Story           7           6      1974
## 1748       Norm     1Fam     2Story           6           7      1967
## 1749       Norm     1Fam     1Story           5           5      1969
## 1750       Norm     1Fam     1Story           6           5      1969
## 1751       Norm     1Fam     2Story           7           7      1977
## 1752       Norm     1Fam     1Story           5           6      1967
## 1753       Norm     1Fam     1Story           5           5      1967
## 1754       Norm     1Fam     2Story           7           5      1974
## 1755       Norm     1Fam     SFoyer           6           5      1971
## 1756       Norm     1Fam     1Story           4           7      1960
## 1757       Norm     1Fam     1Story           5           7      1959
## 1758       Norm     1Fam     1Story           4           5      1957
## 1759       Norm     1Fam     1Story           5           6      1956
## 1760       Norm     1Fam     1Story           5           6      1961
## 1761       Norm     1Fam     1Story           5           5      1964
## 1762       Norm     1Fam     2Story           5           6      1965
## 1763       Norm     1Fam       SLvl           6           6      1961
## 1764       Norm     1Fam     1Story           5           5      1955
## 1765       Norm     1Fam     1Story           6           5      1967
## 1766       Norm     1Fam     1Story           6           6      1961
## 1767       Norm     1Fam     1Story           6           8      1966
## 1768       Norm     1Fam     1Story           5           7      1956
## 1769       Norm     1Fam     1Story           7           6      1960
## 1770       Norm     1Fam     1Story           6           8      1959
## 1771       Norm     1Fam     1Story           5           5      1956
## 1772       Norm     1Fam     1Story           5           5      1955
## 1773       Norm     1Fam     1Story           4           5      1956
## 1774       Norm   Duplex     1Story           5           4      1958
## 1775       Norm     1Fam     1Story           6           7      1954
## 1776       Norm     1Fam     1Story           5           5      1951
## 1777       Norm     1Fam     1Story           5           6      1945
## 1778       Norm     1Fam     1Story           5           8      1952
## 1779       Norm     1Fam     1Story           5           5      1953
## 1780       Norm     1Fam     2Story           7           7      1948
## 1781       Norm     1Fam     1Story           5           6      1950
## 1782       Norm     1Fam     1Story           3           5      1958
## 1783       Norm     1Fam     2Story           5           7      1939
## 1784       Norm     1Fam     2Story           4           8      1900
## 1785       Norm     1Fam     1Story           5           7      1925
## 1786       Norm     1Fam     1.5Fin           4           5      1915
## 1787       Norm     1Fam     2Story           7           9      1910
## 1788       Norm     1Fam     1Story           2           5      1940
## 1789       Norm     1Fam     1Story           5           7      1920
## 1790       Norm     1Fam     1Story           3           5      1890
## 1791       Norm   Duplex     2Story           6           5      1969
## 1792       Norm     1Fam     1Story           6           7      1963
## 1793       Norm     1Fam     1Story           6           4      1967
## 1794       Norm     1Fam     1Story           6           9      1958
## 1795       Norm     1Fam     1Story           6           6      1957
## 1796       Norm     1Fam     1Story           6           6      1958
## 1797       Norm     1Fam     1.5Fin           6           5      1950
## 1798       Norm     1Fam     1Story           5           6      1958
## 1799       Norm     1Fam     1Story           5           7      1952
## 1800       Norm     1Fam       SLvl           5           5      1959
## 1801       Norm     1Fam     1.5Fin           4           7      1949
## 1802       Norm     1Fam     1.5Fin           6           7      1948
## 1803       Norm     1Fam     2Story           6           5      1964
## 1804       Norm   Duplex     SFoyer           5           7      1978
## 1805       Norm     1Fam     1Story           6           6      1963
## 1806       Norm     1Fam     1.5Fin           6           8      1935
## 1807       Norm   Duplex     2Story           6           5      1910
## 1808       Norm     1Fam     1.5Fin           5           8      1910
## 1809       Norm     1Fam     2Story           5           8      1910
## 1810       Norm     1Fam     2Story           5           6      1939
## 1811       Norm   2fmCon     2Story           4           6      1920
## 1812       Norm     1Fam     1.5Fin           5           5      1910
## 1813       Norm     1Fam     1.5Fin           5           7      1950
## 1814       Norm     1Fam     1Story           4           6      1920
## 1815       Norm     1Fam     1Story           2           4      1940
## 1816       Norm     1Fam     1Story           5           8      1923
## 1817       Norm     1Fam     2Story           4           4      1910
## 1818       Norm     1Fam     2Story           6           7      1900
## 1819       Norm     1Fam     2Story           6           7      1917
## 1820       Norm     1Fam     1Story           4           3      1910
## 1821       Norm     1Fam     1.5Fin           6           6      1920
## 1822       Norm     1Fam     2Story           6           7      1910
## 1823       Norm     1Fam     1Story           3           3      1900
## 1824       Norm     1Fam     1Story           6           6      1923
## 1825       Norm     1Fam     1.5Fin           5           7      1930
## 1826       Norm     1Fam     1.5Fin           5           5      1924
## 1827       Norm     1Fam     1Story           5           6      1925
## 1828       Norm     1Fam     1.5Fin           5           6      1938
## 1829       Norm     1Fam     1Story           5           5      1925
## 1830       Norm     1Fam     2Story           6           6      1915
## 1831       Norm     1Fam     2Story           7           8      1915
## 1832       Norm   Duplex     2Story           5           1      1922
## 1833       Norm     1Fam     2Story           6           5      1927
## 1834       Norm     1Fam     2Story           6           7      1915
## 1835       Norm   2fmCon     2.5Unf           7           5      1902
## 1836       Norm     1Fam     1.5Fin           6           6      1927
## 1837       Norm     1Fam     SFoyer           4           6      1923
## 1838       Norm   2fmCon     2Story           6           7      1915
## 1839       Norm     1Fam     1Story           4           9      1946
## 1840       Norm   Duplex     1Story           5           5      1987
## 1841       Norm   Duplex     SFoyer           5           5      1978
## 1842       Norm     1Fam     1.5Fin           5           3      1934
## 1843       Norm     1Fam     1Story           5           6      1967
## 1844       Norm     1Fam     SFoyer           6           5      1978
## 1845       Norm     1Fam       SLvl           5           5      1961
## 1846       Norm     1Fam       SLvl           6           5      1960
## 1847       Norm     1Fam       SLvl           5           5      1956
## 1848       Norm     1Fam     1Story           2           2      1947
## 1849       Norm     1Fam     1Story           4           5      1954
## 1850       Norm     1Fam     1Story           5           5      1956
## 1851       Norm     1Fam     2Story           6           7      1946
## 1852       Norm     1Fam     1Story           5           6      1954
## 1853       Norm   TwnhsE     1Story           5           5      1984
## 1854       Norm     1Fam       SLvl           7           6      1990
## 1855       Norm     1Fam       SLvl           6           5      1983
## 1856       Norm     1Fam     2Story           7           5      1993
## 1857       Norm     1Fam     2Story           5           7      1880
## 1858       Norm   Duplex     2Story           5           5      1979
## 1859       Norm   Duplex     1Story           5           5      1979
## 1860       Norm   Duplex     SFoyer           5           5      1979
## 1861       Norm   Duplex     1Story           5           5      1979
## 1862       Norm   Duplex     2Story           7           5      2000
## 1863       Norm   Duplex     2Story           7           5      2000
## 1864       Norm   Duplex     2Story           7           5      2000
## 1865       Norm     1Fam     1Story           9           5      2009
## 1866       Norm     1Fam     1Story           9           5      2008
## 1867       Norm     1Fam     1Story           8           5      2008
## 1868       Norm     1Fam     1Story           8           5      2007
## 1869       Norm     1Fam     1Story           7           5      2007
## 1870       Norm     1Fam     1Story           8           5      2008
## 1871       Norm     1Fam     1Story           8           5      2005
## 1872       Norm     1Fam     2Story           6           5      2005
## 1873       Norm     1Fam     2Story           7           5      1992
## 1874       Norm     1Fam     1Story           5           7      1994
## 1875       Norm     1Fam     1Story           7           5      1998
## 1876       Norm     1Fam     2Story           6           5      1998
## 1877       Norm     1Fam     1Story           7           5      2002
## 1878       Norm     1Fam     1Story           7           5      2001
## 1879       Norm     1Fam     1Story           5           5      1978
## 1880       Norm     1Fam     1Story           5           7      1979
## 1881       Norm     1Fam     1Story           7           5      2002
## 1882       Norm     1Fam     2Story           8           5      2003
## 1883       Norm     1Fam     2Story           7           5      2002
## 1884       Norm     1Fam     2Story           7           5      2001
## 1885       Norm     1Fam     1Story           8           5      1999
## 1886       Norm     1Fam     1Story           8           5      2002
## 1887       Norm     1Fam     1Story           7           5      1997
## 1888       Norm     1Fam     1Story           8           5      2007
## 1889       Norm     1Fam     2Story           6           5      2007
## 1890       Norm     1Fam     1Story           4           6      1960
## 1891       Norm   TwnhsE     SFoyer           6           5      2005
## 1892       Norm     1Fam     1Story           4           5      1959
## 1893       Norm     1Fam     1Story           5           5      1950
## 1894       Norm   Duplex     1Story           5           5      1959
## 1895       Norm     1Fam     1Story           5           5      1956
## 1896       Norm     1Fam     1.5Fin           5           6      1941
## 1897       Norm     1Fam     1.5Fin           5           4      1938
## 1898       Norm     1Fam     2Story           6           6      1935
## 1899       Norm     1Fam     1Story           6           8      1916
## 1900       Norm     1Fam     2Story           7           8      1918
## 1901       Norm     1Fam     1.5Fin           5           6      1940
## 1902       Norm     1Fam     1Story           5           4      1960
## 1903       Norm   Duplex     2.5Unf           7           6      1940
## 1904       Norm     1Fam     1Story           5           6      1954
## 1905       Norm     1Fam     1Story           6           6      1960
## 1906       Norm     1Fam     1.5Fin           5           7      1949
## 1907       Norm     1Fam     1Story           6           5      1954
## 1908       Norm    Twnhs     2Story           6           6      1980
## 1909       Norm   TwnhsE     2Story           6           6      1980
## 1910       Norm    Twnhs     2Story           6           6      1980
## 1911       Norm     1Fam       SLvl           6           6      1986
## 1912       Norm     1Fam     1Story           7           9      1971
## 1913       Norm     1Fam     2Story           5           6      1900
## 1914       Norm     1Fam     1Story           4           6      1925
## 1915       Norm   TwnhsE     1Story           8           5      2007
## 1917       Norm     1Fam     2Story           8           5      2000
## 1918       Norm     1Fam     SFoyer           6           6      1977
## 1919       Norm     1Fam     SFoyer           6           7      1977
## 1920       Norm     1Fam     1Story           5           5      1991
## 1921       Norm     1Fam     1Story           9           5      2008
## 1922       Norm     1Fam     1Story           9           5      2008
## 1923       Norm     1Fam     2Story           6           8      1980
## 1924       Norm     1Fam       SLvl           7           5      1987
## 1925       Norm     1Fam     2Story           7           5      2003
## 1926       Norm     1Fam     1Story           9           5      2007
## 1927       Norm     1Fam     1Story           5           7      1968
## 1928       Norm     1Fam     1Story           5           5      1969
## 1929       Norm     1Fam     SFoyer           5           8      1972
## 1930       Norm     1Fam       SLvl           6           5      1993
## 1931       Norm     1Fam     SFoyer           5           6      1992
## 1932       Norm     1Fam     2Story           5           5      1992
## 1933       Norm     1Fam     2Story           5           7      1969
## 1934       Norm     1Fam     2Story           6           5      1997
## 1935       Norm     1Fam     2Story           6           5      1995
## 1936       Norm     1Fam     2Story           6           5      1998
## 1937       Norm     1Fam     2Story           6           5      1996
## 1938       Norm     1Fam     1Story           5           5      1996
## 1939       Norm     1Fam     1Story           8           5      1997
## 1940       Norm   TwnhsE     1Story           8           5      1992
## 1941       Norm     1Fam     2Story           6           5      1998
## 1942       Norm     1Fam     2Story           6           5      1991
## 1943       Norm   TwnhsE     1Story           8           5      1989
## 1944       Norm     1Fam     2Story           8           5      2005
## 1945       Norm     1Fam     1Story           9           5      2004
## 1947       PosN   TwnhsE     1Story           9           5      2007
## 1948       Norm     1Fam     1Story           6           5      1950
## 1949       Norm     1Fam     1Story           7           6      1988
## 1950       Norm     1Fam     1Story           7           7      1983
## 1951       Norm     1Fam     1Story           7           5      1978
## 1952       Norm     1Fam     1Story           7           5      1979
## 1953       Norm     1Fam     1Story           6           5      1976
## 1954       Norm     1Fam     2Story           7           6      1980
## 1955       Norm     1Fam     2Story           5           6      1969
## 1956       Norm     1Fam     2Story           7           7      1978
## 1957       Norm     1Fam     1Story           6           5      1976
## 1958       Norm     1Fam     2Story           8           5      1996
## 1959       Norm   Duplex     2Story           5           5      1974
## 1960       Norm     1Fam     1Story           4           6      1969
## 1961       Norm     1Fam     1Story           5           5      1971
## 1962       Norm    Twnhs     2Story           6           5      1973
## 1963       Norm    Twnhs     2Story           6           6      1972
## 1964       Norm    Twnhs     2Story           5           5      1972
## 1965       Norm   TwnhsE     2Story           6           6      1975
## 1966       Norm    Twnhs     1Story           7           6      1977
## 1967       Norm     1Fam     1Story           8           5      2007
## 1968       Norm     1Fam     1Story           8           5      2007
## 1969       Norm     1Fam     1Story           9           5      2007
## 1970       Norm     1Fam     2Story           9           5      2006
## 1971       Norm     1Fam     2Story          10           5      2005
## 1972       Norm     1Fam     2Story           9           5      2005
## 1973       Norm     1Fam     2Story           8           5      2007
## 1974       Norm     1Fam     2Story           8           5      2004
## 1975       Norm     1Fam     1Story          10           5      2003
## 1976       Norm     1Fam     1Story           8           5      2003
## 1977       Norm     1Fam     2Story           8           5      2001
## 1978       Norm     1Fam     2Story           8           5      2003
## 1979       Norm   TwnhsE     1Story           9           5      2008
## 1980       Norm   TwnhsE     1Story           7           5      2005
## 1981       Norm   TwnhsE     1Story           9           5      2007
## 1982       Norm   TwnhsE     1Story           8           5      2006
## 1983       Norm   TwnhsE     1Story           8           5      2006
## 1984       Norm    Twnhs     2Story           7           5      2003
## 1985       Norm   TwnhsE     1Story           7           5      2003
## 1986       Norm   TwnhsE     1Story           7           5      2004
## 1987       Norm     1Fam     1Story           7           5      2007
## 1988       Norm     1Fam     2Story           6           5      2004
## 1989       Norm     1Fam     2Story           7           5      2002
## 1990       Norm     1Fam     2Story           7           5      2003
## 1991       Norm   TwnhsE     1Story           7           6      2007
## 1992       Norm     1Fam     2Story           7           5      2000
## 1993       Norm     1Fam     2Story           7           5      2002
## 1994       Norm     1Fam     2Story           7           5      1999
## 1995       Norm     1Fam     2Story           7           5      1999
## 1996       Norm     1Fam     2.5Unf           8           5      1997
## 1997       Norm     1Fam     2Story           9           5      2000
## 1998       Norm     1Fam     1Story           8           5      1998
## 1999       Norm     1Fam     2Story           7           5      1996
## 2000       Norm     1Fam     2Story           8           7      1995
## 2001       Norm     1Fam     2Story           7           5      1993
## 2002       Norm     1Fam     1Story           7           5      2006
## 2003       Norm     1Fam     2Story           8           5      2007
## 2004       Norm     1Fam     2Story           8           5      2007
## 2005       Norm     1Fam     1Story           8           5      2006
## 2006       Norm     1Fam     1Story           8           5      2007
## 2007       Norm     1Fam     1Story           8           5      2007
## 2008       Norm     1Fam     1Story           7           5      2007
## 2009       Norm     1Fam     2Story           6           5      2003
## 2010       Norm     1Fam     2Story           7           5      2003
## 2011       Norm     1Fam     1Story           6           5      2005
## 2012       Norm     1Fam     1Story           7           5      2007
## 2013       Norm     1Fam     2Story           6           5      1995
## 2014       Norm     1Fam     2Story           6           5      1993
## 2015       Norm     1Fam     2Story           7           5      1994
## 2016       Norm     1Fam     2Story           6           5      2001
## 2017       Norm     1Fam     2Story           7           5      1992
## 2018       Norm     1Fam     1Story           5           5      1963
## 2019       Norm     1Fam     1Story           5           8      1961
## 2020       Norm   2fmCon     1Story           5           5      1968
## 2021       Norm     1Fam     1Story           5           5      1963
## 2022       Norm     1Fam     1Story           6           5      1974
## 2023       Norm     1Fam     1.5Fin           5           4      1972
## 2024       Norm     1Fam     2Story           6           5      1990
## 2025       Norm     1Fam     1.5Fin           9           5      1993
## 2026       Norm   TwnhsE     1Story           7           5      2004
## 2027       Norm   TwnhsE     2Story           6           5      2005
## 2028       Norm   TwnhsE     2Story           7           5      2007
## 2029       Norm    Twnhs     2Story           6           5      1999
## 2030       Norm   TwnhsE     1Story           9           5      2000
## 2031       Norm   TwnhsE     1Story           9           5      2001
## 2032       Norm   TwnhsE     1Story           9           5      2001
## 2033       Norm   TwnhsE     1Story           9           5      1999
## 2034       Norm    Twnhs       SLvl           7           5      1999
## 2035       Norm     1Fam     2Story           7           5      2001
## 2036       Norm    Twnhs     2Story           8           5      1999
## 2037       Norm    Twnhs     2Story           8           5      1999
## 2038       Norm   TwnhsE     2Story          10           5      1998
## 2039       Norm   TwnhsE     1Story           8           5      1995
## 2040       Norm     1Fam     2Story           9           3      1977
## 2041       Norm     1Fam     1Story           8           9      1976
## 2042       Norm     1Fam     2Story           7           5      2002
## 2043       Norm     1Fam       SLvl           6           6      1969
## 2044       Norm     1Fam     1Story           6           5      1968
## 2045       Norm     1Fam     1Story           7           7      1967
## 2046       Norm   Duplex     1Story           5           6      1965
## 2047       Norm     1Fam     2Story           5           6      1968
## 2048       Norm     1Fam     1Story           5           7      1965
## 2049       Norm   Duplex     1Story           5           5      1965
## 2050       Norm     1Fam     2Story           7           6      1971
## 2051       Norm     1Fam     1Story           5           5      1956
## 2052       Norm     1Fam     1Story           5           5      1961
## 2053       Norm     1Fam     1Story           5           7      1960
## 2054      Feedr     1Fam     2Story           4           7      1937
## 2055       Norm     1Fam     1Story           5           6      1960
## 2056       Norm     1Fam     1Story           5           8      1950
## 2057       Norm     1Fam     1Story           5           5      1953
## 2058       Norm     1Fam     2Story           6           7      1966
## 2059       Norm     1Fam     1Story           5           4      1957
## 2060       Norm     1Fam     1Story           5           7      1959
## 2061       Norm     1Fam     1Story           6           6      1958
## 2062       Norm     1Fam     1Story           5           5      1956
## 2063       Norm     1Fam     1Story           5           6      1952
## 2064       Norm     1Fam     1Story           5           6      1953
## 2065       Norm     1Fam     1Story           5           5      1953
## 2066       Norm     1Fam     1Story           6           5      1957
## 2067       Norm     1Fam     1Story           5           3      1957
## 2068       Norm   Duplex     1Story           5           5      1957
## 2069       Norm     1Fam     1Story           4           6      1948
## 2070       Norm     1Fam     1.5Fin           5           8      1925
## 2071       Norm     1Fam     1Story           4           7      1940
## 2072       Norm     1Fam     1.5Fin           5           5      1922
## 2073       Norm     1Fam     1Story           5           6      1968
## 2074       Norm     1Fam     1Story           7           7      1958
## 2075       Norm     1Fam     1Story           6           6      1960
## 2076       Norm     1Fam     1Story           5           7      1951
## 2077       Norm     1Fam     1Story           5           6      1959
## 2078       Norm     1Fam     1Story           5           5      1962
## 2079       Norm     1Fam     1.5Fin           6           6      1948
## 2080       Norm     1Fam     1.5Unf           6           7      1954
## 2081       Norm     1Fam     1.5Fin           6           5      1954
## 2082       Norm   Duplex     1Story           5           5      1961
## 2083       Norm     1Fam     1.5Fin           5           6      1955
## 2084       Norm     1Fam     1Story           5           7      1954
## 2085       Norm     1Fam     1Story           5           5      1963
## 2086       Norm     1Fam     1Story           6           5      2008
## 2087       Norm     1Fam     1.5Fin           5           7      1948
## 2088       Norm     1Fam     2Story           5           5      1910
## 2089       Norm     1Fam     1Story           5           4      1940
## 2090       Norm     1Fam     2.5Unf           6           7      1915
## 2091       Norm   2fmCon     1.5Fin           4           6      1910
## 2092       Norm     1Fam     1.5Fin           4           6      1940
## 2093       Norm     1Fam     1.5Fin           5           5      1920
## 2094       Norm     1Fam     1Story           7           6      1920
## 2095       Norm   2fmCon     1.5Fin           6           6      1940
## 2096       Norm     1Fam     1Story           5           6      1910
## 2097       Norm     1Fam     1.5Fin           5           9      1890
## 2098       Norm     1Fam     1.5Fin           5           6      1946
## 2099       Norm     1Fam     1Story           2           5      1946
## 2100       Norm     1Fam     1Story           3           1      1949
## 2101       Norm   2fmCon     2Story           5           5      1900
## 2102       Norm     1Fam     2Story           7           8      1920
## 2103       Norm     1Fam     1.5Fin           5           7      1900
## 2104       Norm   2fmCon     2Story           5           5      1920
## 2105       Norm     1Fam     2Story           5           9      1905
## 2106       Norm     1Fam     2Story           2           1      1920
## 2107       Norm     1Fam     2Story           7           7      1890
## 2108       Norm     1Fam     1Story           5           6      1959
## 2109       Norm     1Fam     1Story           4           6      1958
## 2110       Norm     1Fam     1Story           5           7      1928
## 2111     Artery     1Fam     1.5Fin           7           7      1945
## 2112       Norm     1Fam     1.5Fin           5           5      1935
## 2113       Norm     1Fam     1.5Fin           5           7      1941
## 2114      Feedr     1Fam     2Story           6           9      1900
## 2115       Norm     1Fam     1.5Fin           6           7      1940
## 2116       Norm     1Fam     1Story           5           7      1924
## 2117       Norm     1Fam     1.5Fin           6           7      1937
## 2118       Norm     1Fam     1.5Fin           6           5      1939
## 2119       Norm     1Fam     1.5Unf           6           7      1926
## 2120       Norm     1Fam     1.5Fin           5           7      1920
## 2122       Norm     1Fam     1.5Fin           4           7      1929
## 2123       Norm     1Fam     1Story           5           6      1945
## 2124       Norm     1Fam     1.5Fin           7           5      1939
## 2125       Norm     1Fam     2Story           5           5      1923
## 2126       Norm     1Fam     1.5Fin           6           4      1915
## 2127       Norm   2fmCon     2.5Unf           6           8      1910
## 2128       Norm     1Fam     1.5Fin           6           8      1910
## 2129       Norm     1Fam     1Story           6           6      1930
## 2130       Norm     1Fam     2Story           6           6      1952
## 2131       Norm     1Fam     1.5Fin           6           6      1938
## 2132       Norm     1Fam     1.5Fin           5           6      1915
## 2133       Norm     1Fam     1Story           6           7      1925
## 2134       Norm     1Fam     1.5Fin           6           6      1925
## 2135       Norm     1Fam     1Story           5           8      1912
## 2136       Norm   2fmCon     2Story           3           3      1915
## 2137       Norm     1Fam     1Story           5           6      1947
## 2138       Norm     1Fam     SFoyer           5           6      1963
## 2139       Norm     1Fam       SLvl           6           5      1978
## 2140       Norm     1Fam     1Story           5           7      1967
## 2141       Norm     1Fam     SFoyer           6           8      1978
## 2142       Norm     1Fam     1Story           5           5      1967
## 2143       Norm     1Fam     SFoyer           5           5      1984
## 2144       Norm   2fmCon     1Story           5           4      1920
## 2145       Norm     1Fam     1Story           5           8      1963
## 2146       Norm     1Fam     1Story           6           8      1956
## 2147       Norm     1Fam     1Story           5           3      1960
## 2148       Norm     1Fam     1.5Fin           5           7      1941
## 2149       Norm     1Fam       SLvl           5           8      1970
## 2150       Norm     1Fam     1Story           7           6      1979
## 2151       Norm     1Fam     1.5Fin           7           5      1948
## 2153       Norm     1Fam     1Story           5           6      1956
## 2154       Norm   Duplex     SFoyer           5           5      1975
## 2155       Norm     1Fam     2Story           6           8      1962
## 2156       Norm     1Fam     2Story           6           5      1995
## 2157       Norm     1Fam     1Story           7           5      1994
## 2158       Norm     1Fam     2Story           7           5      1993
## 2159       Norm     1Fam       SLvl           7           5      1996
## 2160       Norm     1Fam     2Story           7           5      2007
## 2161       Norm     1Fam     1Story           8           5      2007
## 2162       Norm     1Fam     1Story           9           5      2008
## 2163       Norm     1Fam     1Story           9           5      2008
## 2164       Norm     1Fam       SLvl           8           5      1995
## 2165       Norm     1Fam     1Story           6           6      1966
## 2166       Norm     1Fam     1Story           5           7      1994
## 2167       Norm     1Fam     1Story           7           5      1997
## 2168       Norm     1Fam     2Story           6           5      1997
## 2169       Norm     1Fam     2Story           7           5      2000
## 2170       Norm     1Fam     2Story           7           5      2000
## 2171       Norm     1Fam     1Story           5           6      1978
## 2172       Norm     1Fam     1Story           5           6      1975
## 2173       Norm     1Fam     1Story           5           6      1975
## 2174       Norm     1Fam     2Story           7           5      2001
## 2175       Norm     1Fam     2Story           9           5      2001
## 2176       Norm     1Fam     1Story           8           5      2002
## 2177       Norm     1Fam     2Story           7           5      2003
## 2178       Norm     1Fam     2Story           8           5      1999
## 2179       Norm   TwnhsE     1Story           6           5      2004
## 2180       Norm   Duplex     SFoyer           6           5      1997
## 2181       Norm     1Fam     1Story           7           5      2004
## 2182       Norm     1Fam     1Story           7           6      2007
## 2183       Norm     1Fam     1Story           7           5      2007
## 2184       Norm     1Fam     1Story           5           5      1966
## 2185       Norm     1Fam     SFoyer           5           5      1976
## 2186       Norm     1Fam     1Story           6           6      1976
## 2187       Norm     1Fam       SLvl           6           6      1977
## 2188       Norm     1Fam     2Story           6           7      1976
## 2190       Norm   Duplex     1Story           4           5      1955
## 2191       Norm   Duplex     1Story           4           5      1955
## 2192       Norm   2fmCon     1Story           4           5      1955
## 2193       Norm     1Fam     1.5Fin           5           7      1938
## 2194       Norm     1Fam     1.5Fin           5           8      1947
## 2195       Norm     1Fam     1Story           4           5      1953
## 2196       Norm     1Fam       SLvl           4           6      1954
## 2197       Norm     1Fam     1.5Fin           4           7      1923
## 2198       Norm     1Fam     1Story           7           8      1921
## 2199       Norm   Duplex     2.5Unf           6           7      1930
## 2200       Norm     1Fam     2Story           6           6      1926
## 2201       Norm     1Fam     1.5Fin           6           6      1914
## 2202       Norm     1Fam     2Story           8           9      1925
## 2203       Norm     1Fam     2Story           6           3      1923
## 2204       Norm     1Fam     1.5Fin           5           6      1937
## 2205       Norm     1Fam     1.5Fin           5           4      1938
## 2206       Norm     1Fam     1Story           6           5      1951
## 2207       Norm     1Fam     2Story           8           6      1935
## 2208       Norm     1Fam     1.5Fin           7           9      1950
## 2209       Norm     1Fam     1Story           5           5      1956
## 2210       Norm    Twnhs     2Story           6           6      1980
## 2211       Norm     1Fam     1Story           6           8      1926
## 2212       Norm     1Fam     1.5Fin           6           8      1940
## 2213       Norm     1Fam     1.5Fin           5           7      1930
## 2214       Norm     1Fam       SLvl           5           5      1967
## 2215       Norm     1Fam     1Story           5           7      1930
## 2216       Norm     1Fam     1.5Fin           5           5      1958
## 2218       Norm     1Fam     2Story           4           7      1895
## 2219       Norm     1Fam     1.5Fin           4           7      1910
## 2220       Norm     1Fam     2Story           4           6      1920
## 2221       Norm   TwnhsE     1Story           8           5      2007
## 2222       Norm   TwnhsE     1Story           7           5      2004
## 2223       Norm     1Fam     1Story           7           5      1996
## 2224       Norm     1Fam     2Story           7           5      1996
## 2225       Norm   Duplex     2Story           5           4      1976
## 2226       Norm     1Fam     1Story           4           5      1991
## 2227       Norm   TwnhsE     1Story           7           6      1986
## 2228       Norm     1Fam     1Story           8           5      2006
## 2229       Norm     1Fam     2Story           8           5      2007
## 2230       Norm     1Fam       SLvl           5           5      2006
## 2231       Norm     1Fam     2Story           7           5      2008
## 2232       Norm     1Fam     1Story           6           5      1989
## 2233       Norm     1Fam     1Story           6           5      1986
## 2234       Norm     1Fam     1Story           8           5      2003
## 2235       Norm     1Fam     1Story           6           5      1999
## 2236       Norm     1Fam     1Story           8           5      2007
## 2237       Norm     1Fam     1Story           8           5      2005
## 2238       Norm   Duplex     SFoyer           7           5      1997
## 2239     Artery     1Fam     1Story           5           5      2007
## 2240       Norm   TwnhsE     1Story           6           5      1997
## 2241       Norm     1Fam     SFoyer           4           5      1964
## 2242       Norm   TwnhsE     1Story           5           6      1975
## 2243       Norm   TwnhsE     2Story           5           7      1976
## 2244       Norm    Twnhs     SFoyer           4           7      1973
## 2245       Norm    Twnhs       SLvl           4           6      1973
## 2246       Norm     1Fam     1Story           5           6      1968
## 2247       Norm    Twnhs     2Story           6           9      1970
## 2248       Norm     1Fam     1Story           5           7      1983
## 2249       Norm     1Fam     1Story           5           6      1982
## 2250       Norm     1Fam     1Story           5           6      1984
## 2252       Norm     1Fam     1Story           6           6      1971
## 2253       Norm     1Fam       SLvl           6           5      1997
## 2254       Norm     1Fam       SLvl           6           5      1994
## 2255       Norm     1Fam     2Story           6           5      1999
## 2256       Norm     1Fam     2Story           7           5      1996
## 2257       Norm     1Fam     2Story           6           5      1999
## 2258       Norm     1Fam     1Story           7           5      1992
## 2259       Norm     1Fam     2Story           6           5      1993
## 2260       Norm     1Fam     1Story           6           6      1964
## 2261       Norm   TwnhsE     1Story           8           5      1988
## 2262       Norm   TwnhsE     1Story           8           5      1990
## 2263       Norm     1Fam     2Story           8           5      2005
## 2264       Norm     1Fam     1Story           9           5      2006
## 2265       Norm   2fmCon     1Story           5           5      1969
## 2266       Norm   TwnhsE     1Story           9           5      2006
## 2267       Norm     1Fam     1Story           8           5      2006
## 2268       PosA     1Fam     1Story          10           5      2006
## 2269       Norm     1Fam     1Story           6           5      1984
## 2270       Norm     1Fam     2Story           7           7      1981
## 2271       Norm     1Fam     1Story           7           6      1978
## 2272       Norm     1Fam     2Story           7           5      1979
## 2273       Norm     1Fam     1Story           6           6      1984
## 2274       Norm     1Fam     1Story           6           5      1979
## 2275       Norm     1Fam     1Story           6           5      1971
## 2276       Norm     1Fam       SLvl           7           6      1976
## 2277       Norm     1Fam     2Story           6           6      1974
## 2278       Norm     1Fam     1Story           5           6      1970
## 2279       Norm     1Fam     1Story           5           5      1970
## 2280       Norm     1Fam     1Story           4           7      1961
## 2281       Norm   TwnhsE     1Story           6           5      2001
## 2282       Norm   TwnhsE     1Story           6           5      1997
## 2283       Norm    Twnhs     2Story           6           6      1973
## 2284       Norm    Twnhs     2Story           6           5      1973
## 2285       Norm    Twnhs     1Story           7           7      1978
## 2286       Norm     1Fam     1Story           5           6      1966
## 2287       Norm     1Fam     1Story           9           5      2006
## 2288       Norm     1Fam     1Story           8           5      2006
## 2289       Norm     1Fam     1Story           8           5      2007
## 2290       Norm     1Fam     2Story           9           5      2007
## 2291       Norm     1Fam     2Story           8           5      2006
## 2292       Norm     1Fam     1Story          10           5      2005
## 2293       Norm     1Fam     1Story           9           5      2007
## 2294       Norm     1Fam     2Story           9           5      2005
## 2295       Norm     1Fam     1Story          10           5      2007
## 2296       Norm     1Fam     2Story           8           5      2007
## 2297       Norm     1Fam     2Story           8           5      2007
## 2298       Norm     1Fam     1Story           9           5      2006
## 2299       Norm     1Fam     2Story           8           5      2004
## 2300       Norm     1Fam     2Story           8           5      2003
## 2301       Norm     1Fam     2Story           8           5      2007
## 2302       Norm     1Fam     1Story           7           5      2005
## 2303       Norm     1Fam     1Story           8           5      2005
## 2304       Norm     1Fam     2Story           8           5      2006
## 2305       Norm    Twnhs     1Story           6           5      2005
## 2306       Norm    Twnhs     1Story           6           5      2005
## 2307       Norm   TwnhsE     1Story           6           5      2005
## 2308       Norm    Twnhs     1Story           8           5      2006
## 2309       Norm   TwnhsE     1Story           9           5      2005
## 2310       Norm   TwnhsE     1Story           8           5      2006
## 2311       Norm   TwnhsE     1Story           7           5      2003
## 2312       Norm     1Fam     2Story           6           5      2007
## 2313       Norm     1Fam     2Story           6           5      2005
## 2314       Norm     1Fam     2Story           7           5      2006
## 2315       Norm     1Fam     2Story           6           5      2006
## 2316       Norm     1Fam     2Story           6           5      2006
## 2317       Norm     1Fam     1Story           6           5      2005
## 2318       Norm     1Fam     2Story           6           5      2007
## 2319       Norm     1Fam     2Story           7           5      2007
## 2320       Norm     1Fam     1Story           7           6      2007
## 2321       Norm   TwnhsE     1Story           8           5      2003
## 2322       Norm     1Fam     1Story           7           5      2007
## 2323       Norm     1Fam       SLvl           7           5      2004
## 2324       Norm     1Fam       SLvl           7           5      2004
## 2325       Norm     1Fam     1Story           7           5      2006
## 2326       Norm     1Fam       SLvl           7           5      2003
## 2327       Norm     1Fam     2Story           7           5      2003
## 2328       Norm     1Fam     2Story           7           5      2002
## 2329       Norm     1Fam     2Story           6           5      2000
## 2330       Norm     1Fam     2Story           6           5      1999
## 2331       Norm     1Fam     2Story           8           5      1997
## 2332       Norm     1Fam     2Story           9           5      1998
## 2333       Norm     1Fam     2Story           8           5      1998
## 2334       Norm     1Fam     2Story           7           5      1998
## 2335       Norm     1Fam     2Story           8           5      1992
## 2336       Norm     1Fam     2Story           8           5      1996
## 2337       Norm     1Fam     1Story           7           6      2007
## 2338       Norm     1Fam     1Story           8           5      2007
## 2339       Norm     1Fam     1Story           8           5      2006
## 2340       Norm     1Fam     1Story          10           5      2007
## 2341       Norm     1Fam     1Story           7           5      2007
## 2342       Norm     1Fam     1Story           8           5      2005
## 2343       Norm     1Fam     1Story           7           5      2005
## 2344       Norm     1Fam     2Story           7           5      2006
## 2345       Norm     1Fam     2Story           8           5      2006
## 2346       Norm     1Fam     1Story           8           5      2007
## 2347       Norm     1Fam     1Story           7           5      2006
## 2348       Norm     1Fam     2Story           8           5      2007
## 2349       Norm     1Fam     2Story           5           5      2007
## 2350       Norm     1Fam     2Story           8           5      2007
## 2351       Norm     1Fam     1Story           8           5      2007
## 2352       Norm     1Fam     1Story           8           5      2006
## 2353       Norm     1Fam     2Story           6           5      2004
## 2354       Norm     1Fam     1Story           6           5      2006
## 2355       Norm     1Fam     1Story           7           5      2006
## 2356       Norm     1Fam     1Story           5           5      2003
## 2357       Norm     1Fam     1Story           7           5      2006
## 2358       Norm     1Fam     2Story           6           5      1993
## 2359       Norm   TwnhsE     2Story           6           5      1980
## 2360       Norm     1Fam     1Story           5           5      1977
## 2361       Norm     1Fam     1Story           5           7      1968
## 2362       Norm     1Fam     2Story           7           5      1990
## 2363       Norm     1Fam     1Story           5           5      1974
## 2364       Norm     1Fam     1Story           6           7      1973
## 2365       Norm   TwnhsE     1Story           8           5      2004
## 2366       Norm   TwnhsE     1Story           8           5      2006
## 2367       Norm   TwnhsE     1Story           8           5      2006
## 2368       Norm   TwnhsE     1Story           7           5      2006
## 2369       Norm   TwnhsE     1Story           8           5      2006
## 2370       Norm    Twnhs     2Story           6           5      1999
## 2371       Norm    Twnhs     2Story           6           5      2000
## 2372       Norm     1Fam     1Story           7           5      1999
## 2373       Norm     1Fam     2Story           8           5      2003
## 2374       Norm     1Fam     2Story           8           5      1998
## 2375       Norm   TwnhsE     1Story           8           5      1994
## 2376       Norm     1Fam     1Story           7           6      1980
## 2377       Norm     1Fam     1Story           8           5      1981
## 2378       Norm     1Fam     1Story           6           6      1968
## 2379       Norm     1Fam     2Story           6           6      1970
## 2380       Norm     1Fam     SFoyer           6           6      1969
## 2381       Norm     1Fam     1Story           6           5      1968
## 2382       Norm     1Fam     1Story           7           7      1972
## 2383       Norm     1Fam     1Story           7           6      1993
## 2384       Norm     1Fam     2Story           7           6      1993
## 2385       Norm     1Fam     1Story           6           7      1966
## 2386       Norm     1Fam     1Story           6           5      1963
## 2387       Norm     1Fam     1Story           5           6      1967
## 2388       Norm   Duplex     1Story           4           5      1964
## 2389       Norm     1Fam     1Story           5           5      1956
## 2390       Norm     1Fam     1Story           5           5      1961
## 2391       Norm     1Fam     1Story           5           7      1961
## 2392       Norm     1Fam     1Story           5           7      1960
## 2393       Norm     1Fam     1Story           7           6      1966
## 2394       Norm     1Fam       SLvl           6           5      1965
## 2395       Norm     1Fam     2Story           6           7      1964
## 2396       Norm     1Fam     1Story           6           5      1964
## 2397       Norm     1Fam     1Story           6           7      1959
## 2398       Norm     1Fam     1.5Unf           5           7      1940
## 2399       Norm     1Fam     1Story           3           3      1946
## 2400       Norm     1Fam     1.5Fin           3           5      1945
## 2401      Feedr     1Fam     1Story           5           8      1958
## 2402       Norm     1Fam     1Story           5           6      1955
## 2403       Norm   Duplex     1Story           5           5      1968
## 2404       Norm     1Fam     SFoyer           5           6      1966
## 2405       Norm     1Fam       SLvl           6           5      1961
## 2406       Norm     1Fam     1Story           6           7      1957
## 2407       Norm     1Fam     1Story           5           6      1956
## 2408       Norm     1Fam     1Story           5           7      1963
## 2409       Norm     1Fam     1Story           5           5      1960
## 2410       Norm     1Fam     1Story           6           6      1957
## 2411       Norm     1Fam     1Story           5           5      1957
## 2412       Norm     1Fam     1Story           5           6      1955
## 2413       Norm     1Fam     1Story           5           5      1955
## 2414       Norm     1Fam     1Story           5           9      1953
## 2415       Norm   Duplex     1Story           5           5      1958
## 2416       Norm     1Fam     1Story           6           6      1952
## 2417       Norm     1Fam     1Story           6           7      1953
## 2418       Norm     1Fam     1Story           5           8      1956
## 2419       Norm     1Fam     1.5Fin           4           4      1955
## 2420       Norm     1Fam     1Story           5           5      1955
## 2421       Norm     1Fam     1Story           4           6      1953
## 2422       Norm     1Fam     1Story           5           5      1952
## 2423       Norm     1Fam     1.5Fin           4           7      1890
## 2424       Norm     1Fam     1.5Fin           5           6      1953
## 2425       Norm     1Fam     2Story           5           4      1935
## 2426       Norm     1Fam     1.5Fin           4           7      1925
## 2427       Norm     1Fam     2Story           5           9      1895
## 2428       Norm     1Fam       SLvl           7           5      1963
## 2429       Norm     1Fam     1Story           5           7      1961
## 2430       Norm     1Fam     1Story           6           6      1968
## 2431       Norm     1Fam     1Story           5           3      1950
## 2432       Norm     1Fam     1Story           5           7      1959
## 2433       Norm     1Fam     1Story           5           6      1958
## 2434       Norm     1Fam     1Story           5           5      1960
## 2435       Norm     1Fam     1Story           5           5      1960
## 2436       Norm     1Fam     1Story           5           6      1961
## 2437       Norm     1Fam     1Story           5           5      1962
## 2438       Norm     1Fam     SFoyer           5           5      1962
## 2439       Norm     1Fam     1Story           5           7      1926
## 2440       Norm     1Fam     1.5Fin           6           6      1927
## 2441       Norm     1Fam     1Story           5           5      1922
## 2442       Norm     1Fam     1Story           5           6      1920
## 2443       Norm     1Fam     1Story           5           8      1940
## 2444       Norm     1Fam     1.5Fin           5           8      1900
## 2445       Norm     1Fam     1.5Fin           4           6      1900
## 2446       Norm     1Fam     2Story           4           8      1900
## 2447       Norm     1Fam     2Story           8           9      1910
## 2448       Norm     1Fam     2Story           6           6      1927
## 2449       Norm     1Fam     2Story           5           7      1910
## 2450       Norm     1Fam     1.5Fin           6           8      1910
## 2451       Norm     1Fam     2Story           5           7      1930
## 2452       Norm     1Fam     2.5Unf           7           8      1879
## 2453       Norm     1Fam     1Story           4           6      1956
## 2454       Norm     1Fam       SLvl           4           7      1949
## 2455       Norm     1Fam     1Story           5           7      1925
## 2456     Artery     1Fam     1.5Fin           5           6      1950
## 2457       Norm     1Fam     1.5Fin           5           7      1939
## 2458       Norm     1Fam     2Story           6           6      1939
## 2459       Norm     1Fam     1.5Unf           5           7      1939
## 2460       Norm     1Fam     1.5Fin           6           5      1938
## 2461       Norm     1Fam     1.5Fin           5           8      1939
## 2462       Norm     1Fam     1.5Fin           5           7      1930
## 2463       Norm     1Fam     1.5Fin           5           6      1926
## 2464       Norm     1Fam     2Story           6           8      1918
## 2465       Norm     1Fam     1.5Fin           6           7      1920
## 2466       Norm     1Fam     1.5Fin           5           5      1926
## 2467       Norm     1Fam     2Story           7           6      1929
## 2468       Norm     1Fam     1.5Fin           5           4      1901
## 2469       Norm     1Fam     1.5Fin           5           3      1901
## 2470       Norm     1Fam       SLvl           6           6      1963
## 2471       Norm     1Fam     2Story           7           9      1950
## 2472       Norm     1Fam     1.5Fin           6           5      1915
## 2473       Norm   2fmCon     1.5Fin           4           6      1958
## 2475       Norm     1Fam     2Story           7           8      1937
## 2476       Norm   2fmCon     1.5Fin           5           6      1942
## 2477       Norm   2fmCon     SFoyer           5           5      1963
## 2478       Norm     1Fam     SFoyer           5           5      1964
## 2479       Norm     1Fam     1Story           4           3      1964
## 2480       Norm     1Fam       SLvl           5           8      1964
## 2481       Norm     1Fam     1Story           5           4      1966
## 2482       Norm   2fmCon     1Story           5           6      1971
## 2483       Norm     1Fam     1Story           5           5      1968
## 2484       Norm     1Fam     1Story           5           5      1967
## 2485       Norm     1Fam     1Story           5           7      1966
## 2486       Norm     1Fam     1Story           5           5      1956
## 2487       Norm     1Fam     2Story           5           4      1920
## 2488       Norm     1Fam     1.5Fin           7           8      1940
## 2489       Norm     1Fam     1Story           6           5      1954
## 2491       Norm     1Fam     1Story           4           7      1945
## 2492       Norm     1Fam     1Story           6           5      1984
## 2493       Norm     1Fam     1Story           5           7      1948
## 2494       Norm     1Fam     1Story           5           5      1953
## 2495       Norm     1Fam     1Story           4           5      1946
## 2496       Norm     1Fam     1Story           6           7      1954
## 2497       Norm     1Fam     1.5Fin           6           6      1954
## 2498       Norm     1Fam     1Story           5           5      1958
## 2499       Norm     1Fam     1Story           4           5      1958
## 2500       Norm   TwnhsE     1Story           5           6      1984
## 2501       Norm     1Fam     1Story           5           6      1951
## 2502       Norm     1Fam     1.5Fin           5           6      1951
## 2503       Norm     1Fam     1.5Fin           4           5      1920
## 2504       Norm     1Fam     1.5Fin           6           5      1984
## 2505       Norm     1Fam     2Story           7           5      1994
## 2506       Norm     1Fam     1Story           8           5      2007
## 2507       Norm     1Fam     1Story           8           5      2006
## 2508       Norm     1Fam     1Story           8           5      2007
## 2509       Norm     1Fam     1Story           7           5      2005
## 2510       Norm     1Fam     1Story           8           5      2006
## 2511       Norm     1Fam     1Story           7           5      2005
## 2512       Norm     1Fam     2Story           7           5      2005
## 2513       Norm     1Fam     2Story           7           5      1988
## 2514       Norm     1Fam     1Story           8           6      1976
## 2515       Norm     1Fam     1Story           5           5      1994
## 2516       Norm     1Fam     2Story           6           6      1997
## 2517       Norm     1Fam     1Story           5           7      1994
## 2518       Norm     1Fam     1Story           5           5      1996
## 2519       Norm     1Fam     2Story           7           5      1999
## 2520       Norm     1Fam     2Story           7           5      1998
## 2521       Norm     1Fam     2Story           7           5      2001
## 2522       Norm     1Fam     2Story           7           5      2000
## 2523       Norm     1Fam     1Story           5           5      1974
## 2524       Norm     1Fam       SLvl           5           5      1976
## 2525       Norm     1Fam       SLvl           5           7      1977
## 2526       Norm     1Fam     1Story           5           5      1977
## 2527       Norm     1Fam     1Story           5           4      1977
## 2528       Norm     1Fam     1Story           5           6      1975
## 2529       Norm     1Fam     1Story           5           5      1972
## 2530       Norm     1Fam     1Story           4           8      1972
## 2531       Norm     1Fam     1Story           7           5      2000
## 2532       Norm     1Fam     2Story           7           5      2003
## 2533       Norm     1Fam     2Story           7           5      2002
## 2534       Norm     1Fam     1Story           8           5      1994
## 2535       Norm     1Fam     2Story           8           5      2001
## 2536       Norm     1Fam     2Story           7           5      1996
## 2537       Norm     1Fam     1Story           8           5      1999
## 2538       Norm     1Fam     2Story           7           5      2007
## 2539       Norm     1Fam     1Story           7           5      2005
## 2540       Norm     1Fam     1Story           6           5      2006
## 2541       Norm     1Fam     2Story           7           5      2006
## 2542       Norm     1Fam     2Story           5           5      2005
## 2543       Norm     1Fam     SFoyer           5           5      1967
## 2544       Norm     1Fam     1Story           4           6      1963
## 2545       Norm     1Fam     1.5Fin           5           6      1925
## 2546       Norm     1Fam     1Story           6           6      1960
## 2547       Norm     1Fam       SLvl           6           6      1976
## 2548       Norm   Duplex     2Story           5           6      1979
## 2549       Norm     1Fam     2Story           5           5      2005
## 2550       Norm     1Fam     1Story          10           5      2008
## 2551       Norm   TwnhsE     SFoyer           6           5      2005
## 2552       Norm     1Fam     1Story           5           7      1959
## 2553       Norm   Duplex     1Story           4           3      1955
## 2554       Norm   Duplex     1Story           5           6      1946
## 2555       Norm     1Fam     1.5Fin           6           8      1920
## 2556       Norm     1Fam     1Story           4           5      1955
## 2557       Norm     1Fam     1Story           4           5      1955
## 2558       Norm   Duplex     2Story           5           6      1923
## 2559       Norm     1Fam     1Story           5           5      1926
## 2560       Norm     1Fam     1.5Fin           6           7      1921
## 2561       Norm     1Fam     2Story           7           8      1930
## 2562       Norm     1Fam     2Story           6           7      1921
## 2563       Norm     1Fam     2Story           6           8      1926
## 2564       Norm     1Fam     2.5Unf           7           7      1927
## 2565       Norm     1Fam     1Story           5           5      1951
## 2566       Norm     1Fam     1.5Fin           4           6      1930
## 2567       Norm   2fmCon     1.5Fin           5           5      1941
## 2568       Norm     1Fam     1Story           6           4      1960
## 2569       Norm     1Fam     1Story           6           6      1968
## 2570       Norm    Twnhs     2Story           6           6      1980
## 2571       Norm     1Fam     1Story           4           5      1995
## 2572       Norm   TwnhsE     1Story           8           5      1988
## 2573       Norm     1Fam     1Story           7           5      1971
## 2574       Norm     1Fam     1Story           8           5      1986
## 2575       Norm     1Fam     1.5Fin           6           7      1940
## 2576       Norm     1Fam     1.5Fin           5           7      1925
## 2578       Norm     1Fam     1Story           5           7      1922
## 2579       Norm     1Fam     1.5Fin           2           4      1939
## 2580       Norm   2fmCon     2Story           5           6      1895
## 2581       Norm     1Fam     1Story           4           6      1957
## 2582       Norm     1Fam     1Story           5           9      1930
## 2583       Norm   TwnhsE     1Story           8           5      2006
## 2584       Norm     1Fam     SFoyer           6           6      1979
## 2585       Norm     1Fam     1Story           5           5      2002
## 2586       Norm     1Fam     1Story           7           5      2002
## 2587       Norm     1Fam     1Story           7           5      1991
## 2588       Norm     1Fam       SLvl           7           6      1975
## 2589       Norm     1Fam     SFoyer           6           6      1974
## 2590       Norm   TwnhsE     1Story           7           6      1987
## 2591       Norm     1Fam     1Story           6           8      1958
## 2592       Norm     1Fam     1Story           7           5      2006
## 2593       Norm     1Fam     1Story           8           5      2006
## 2594       Norm     1Fam     1Story           7           7      1985
## 2595       Norm     1Fam     1Story           8           5      2001
## 2596       Norm     1Fam     1Story           8           5      2002
## 2597       Norm     1Fam     1Story           6           5      1996
## 2598       Norm     1Fam     2Story           7           5      2003
## 2599       PosA     1Fam     1Story          10           5      2006
## 2600       Norm     1Fam     1Story           3           5      1953
## 2601       Norm   TwnhsE     SFoyer           6           5      1996
## 2602       Norm    Twnhs     2Story           4           4      1972
## 2603       Norm    Twnhs       SLvl           4           5      1970
## 2604       Norm   TwnhsE     2Story           4           6      1970
## 2605       Norm    Twnhs     2Story           4           3      1976
## 2606       Norm     1Fam     SFoyer           5           5      1977
## 2607       Norm     1Fam       SLvl           6           6      1977
## 2608       Norm     1Fam     1Story           5           6      1977
## 2609       Norm     1Fam     2Story           5           7      1977
## 2610       Norm     1Fam     SFoyer           5           7      1971
## 2611       Norm     1Fam     1Story           4           3      1961
## 2612       Norm     1Fam     1Story           5           6      1976
## 2613       Norm     1Fam     1Story           5           7      1983
## 2614       Norm     1Fam     1Story           5           6      1984
## 2615       Norm     1Fam     1Story           6           5      1954
## 2616       Norm     1Fam     1Story           6           6      1956
## 2617       Norm     1Fam     1Story           5           5      1957
## 2618       Norm     1Fam     1Story           6           6      1957
## 2619       Norm     1Fam     1Story           7           6      1969
## 2620       Norm     1Fam     2Story           6           5      1997
## 2621       Norm     1Fam     2Story           6           5      1995
## 2622       Norm     1Fam     2Story           6           5      1996
## 2623       Norm     1Fam     2Story           8           5      2005
## 2624       Norm     1Fam     2Story           7           5      2005
## 2625       Norm     1Fam     2Story           8           5      1994
## 2626       Norm     1Fam     1Story           6           6      1993
## 2627       Norm   TwnhsE     1Story           8           5      1987
## 2628       Norm     1Fam     2Story           9           5      2005
## 2629       Norm     1Fam     2Story          10           5      2006
## 2630       Norm     1Fam     2Story           9           5      2006
## 2631       Norm     1Fam     2Story          10           5      2006
## 2632       Norm     1Fam     2Story           9           5      2005
## 2633       Norm   TwnhsE     1Story           9           5      2005
## 2634       Norm     1Fam     1Story           9           5      2005
## 2635       Norm     1Fam     SFoyer           6           6      1980
## 2636       Norm     1Fam     2Story           7           5      1978
## 2637       Norm     1Fam     SFoyer           7           5      1976
## 2638       Norm     1Fam     2Story           7           5      2005
## 2639       Norm     1Fam       SLvl           6           6      1975
## 2640       Norm     1Fam     1Story           6           6      1974
## 2641       Norm     1Fam     1Story           4           4      1971
## 2642       Norm   TwnhsE     1Story           6           5      2002
## 2643       Norm   TwnhsE     2Story           6           5      1973
## 2644       Norm   TwnhsE     2Story           5           6      1973
## 2645       Norm    Twnhs     2Story           6           7      1972
## 2646       Norm    Twnhs     2Story           6           5      1972
## 2647       Norm    Twnhs     2Story           6           5      1972
## 2648       Norm   TwnhsE     1Story           6           5      1975
## 2649       Norm     1Fam     1Story           5           7      1967
## 2650       Norm    Twnhs     1Story           7           7      1976
## 2651       Norm    Twnhs     2Story           6           5      1976
## 2652       Norm     1Fam     2Story           9           5      2006
## 2653       Norm     1Fam     1Story           8           5      2004
## 2654       Norm     1Fam     1Story           7           5      2006
## 2655       Norm     1Fam     1Story           9           5      2005
## 2656       Norm     1Fam     2Story           9           5      2005
## 2657       Norm     1Fam     2Story           9           5      2005
## 2658       Norm     1Fam     2Story           8           5      2005
## 2659       Norm     1Fam     2Story           8           5      2006
## 2660       Norm     1Fam     2Story           8           5      2005
## 2661       Norm     1Fam     1Story           9           5      2005
## 2662       Norm     1Fam     1Story           9           5      2004
## 2663       Norm     1Fam     2Story           8           5      2004
## 2664       Norm   TwnhsE     1Story           9           5      2005
## 2665       Norm   TwnhsE     1Story           9           5      2006
## 2666       Norm   TwnhsE     1Story           9           5      2006
## 2667       Norm     1Fam     2Story           6           5      2005
## 2668       Norm     1Fam     2Story           7           5      2006
## 2669       Norm     1Fam     1Story           6           5      2006
## 2670       Norm     1Fam     2Story           8           5      2004
## 2671       Norm     1Fam     2Story           7           5      2006
## 2672       Norm   TwnhsE     1Story           7           5      2006
## 2673       Norm   TwnhsE     1Story           7           5      2002
## 2674       Norm   TwnhsE     1Story           7           5      2004
## 2675       Norm   TwnhsE     1Story           7           5      2005
## 2676       Norm     1Fam     2Story           7           5      2004
## 2677       Norm     1Fam     2Story           6           5      2000
## 2678       Norm     1Fam     2Story           7           5      2006
## 2679       Norm     1Fam     2Story           8           5      1998
## 2680       Norm     1Fam     2Story           8           5      2000
## 2681       Norm     1Fam     2Story           9           5      2000
## 2682       Norm     1Fam     2Story           8           5      1995
## 2683       Norm     1Fam     2Story           9           5      1993
## 2684       Norm     1Fam     2Story           8           5      1994
## 2685       Norm     1Fam     2Story           8           5      1993
## 2686       Norm     1Fam     2Story           8           5      2005
## 2687       Norm     1Fam     1Story           8           5      2006
## 2688       Norm     1Fam     1Story           8           5      2006
## 2689       Norm     1Fam     1Story           8           5      2006
## 2690       Norm     1Fam     2Story           9           5      2006
##      YearRemodAdd RoofStyle RoofMatl Exterior1st Exterior2nd MasVnrType
## 1461         1961     Gable  CompShg     VinylSd     VinylSd       None
## 1462         1958       Hip  CompShg     Wd Sdng     Wd Sdng    BrkFace
## 1463         1998     Gable  CompShg     VinylSd     VinylSd       None
## 1464         1998     Gable  CompShg     VinylSd     VinylSd    BrkFace
## 1465         1992     Gable  CompShg     HdBoard     HdBoard       None
## 1466         1994     Gable  CompShg     HdBoard     HdBoard       None
## 1467         2007     Gable  CompShg     HdBoard     HdBoard       None
## 1468         1998     Gable  CompShg     VinylSd     VinylSd       None
## 1469         1990     Gable  CompShg     HdBoard     HdBoard       None
## 1470         1970     Gable  CompShg     Plywood     Plywood       None
## 1471         1999     Gable  CompShg     MetalSd     MetalSd       None
## 1472         1971     Gable  CompShg     HdBoard     HdBoard    BrkFace
## 1473         1971     Gable  CompShg     HdBoard     HdBoard    BrkFace
## 1474         1975     Gable  CompShg     Plywood     Brk Cmn       None
## 1475         1975     Gable  CompShg     Plywood     Brk Cmn       None
## 1476         2010     Gable  CompShg     VinylSd     VinylSd      Stone
## 1477         2010     Gable  CompShg     VinylSd     VinylSd      Stone
## 1478         2005       Hip  CompShg     VinylSd     VinylSd    BrkFace
## 1479         2006       Hip  CompShg     CemntBd     CmentBd    BrkFace
## 1480         2004       Hip  CompShg     VinylSd     VinylSd    BrkFace
## 1481         2002     Gable  CompShg     VinylSd     VinylSd    BrkFace
## 1482         2006     Gable  CompShg     VinylSd     VinylSd      Stone
## 1483         2005     Gable  CompShg     VinylSd     VinylSd       None
## 1484         2006     Gable  CompShg     VinylSd     VinylSd    BrkFace
## 1485         2004     Gable  CompShg     VinylSd     VinylSd       None
## 1486         2004     Gable  CompShg     VinylSd     VinylSd       None
## 1487         1998       Hip  CompShg     VinylSd     VinylSd    BrkFace
## 1488         2006     Gable  CompShg     VinylSd     VinylSd    BrkFace
## 1489         2010       Hip  CompShg     VinylSd     VinylSd       None
## 1490         2005     Gable  CompShg     VinylSd     VinylSd       None
## 1491         2004     Gable  CompShg     VinylSd     VinylSd    BrkFace
## 1492         1950     Gable  CompShg     Wd Sdng     Wd Sdng       None
## 1493         2002       Hip  CompShg     Plywood     Plywood     BrkCmn
## 1494         1993     Gable  CompShg     HdBoard     ImStucc    BrkFace
## 1495         1993     Gable  CompShg     HdBoard     HdBoard    BrkFace
## 1496         2005     Gable  CompShg     MetalSd     MetalSd       None
## 1497         2004     Gable  CompShg     VinylSd     VinylSd       None
## 1498         2004     Gable  CompShg     MetalSd     MetalSd    BrkFace
## 1499         2005     Gable  CompShg     MetalSd     MetalSd       None
## 1500         2005     Gable  CompShg     VinylSd     VinylSd    BrkFace
## 1501         2000     Gable  CompShg     MetalSd     MetalSd    BrkFace
## 1502         2003     Gable  CompShg     VinylSd     VinylSd       None
## 1503         2010     Gable  CompShg     CemntBd     CmentBd       None
## 1504         2000     Gable  CompShg     VinylSd     VinylSd       None
## 1505         2002     Gable  CompShg     VinylSd     VinylSd       None
## 1506         1967       Hip  CompShg     HdBoard     HdBoard    BrkFace
## 1507         1993     Gable  CompShg     MetalSd     MetalSd       None
## 1508         1978     Gable  CompShg     MetalSd     MetalSd       None
## 1509         1971     Gable  CompShg     MetalSd     MetalSd       None
## 1510         1966       Hip  CompShg     VinylSd     VinylSd    BrkFace
## 1511         1966       Hip  CompShg     HdBoard     HdBoard       None
## 1512         1967     Gable  CompShg     Wd Sdng     Plywood    BrkFace
## 1513         1964     Gable  CompShg     HdBoard     HdBoard       None
## 1514         2001       Hip  CompShg     HdBoard     HdBoard    BrkFace
## 1515         2002     Gable  CompShg     MetalSd     MetalSd    BrkFace
## 1516         1950     Gable  CompShg     MetalSd     MetalSd      Stone
## 1517         2008     Gable  CompShg     HdBoard     HdBoard    BrkFace
## 1518         1958     Gable  CompShg     HdBoard     HdBoard       None
## 1519         2009     Gable  CompShg     VinylSd     VinylSd    BrkFace
## 1520         1959       Hip  CompShg     MetalSd     MetalSd    BrkFace
## 1521         1959       Hip  CompShg     MetalSd     MetalSd    BrkFace
## 1522         1959     Gable  CompShg     Wd Sdng     Wd Sdng      Stone
## 1523         1956     Gable  CompShg     MetalSd     MetalSd       None
## 1524         1952     Gable  CompShg     WdShing     Wd Shng       None
## 1525         1955     Gable  CompShg     MetalSd     MetalSd       None
## 1526         1958     Gable  CompShg     MetalSd     MetalSd       None
## 1527         1994     Gable  CompShg     MetalSd     MetalSd       None
## 1528         2004     Gable  CompShg     WdShing     Wd Shng       None
## 1529         1960     Gable  CompShg     BrkFace     Wd Sdng       None
## 1530         1984       Hip  CompShg     Wd Sdng     Wd Sdng    BrkFace
## 1531         1954       Hip  CompShg     Wd Sdng     Wd Sdng    BrkFace
## 1532         1950     Gable  CompShg     Wd Sdng     Wd Sdng       None
## 1533         1957       Hip  CompShg     MetalSd     MetalSd       None
## 1534         2000     Gable  CompShg     MetalSd     MetalSd       None
## 1535         2009     Gable  CompShg     VinylSd     VinylSd       None
## 1536         1962     Gable  CompShg     MetalSd     MetalSd       None
## 1537         1970     Gable  CompShg     AsbShng     AsbShng       None
## 1538         2003     Gable  CompShg     Wd Sdng     Wd Sdng       None
## 1539         2002     Gable  CompShg     Wd Sdng     Wd Sdng       None
## 1540         1950     Gable  CompShg     MetalSd     MetalSd       None
## 1541         1994     Gable  CompShg     Wd Sdng     Wd Sdng       None
## 1542         1997     Gable  CompShg     MetalSd     MetalSd       None
## 1543         2005     Gable  CompShg     Wd Sdng     Wd Sdng       None
## 1544         1950     Gable  CompShg     MetalSd     MetalSd       None
## 1545         1950     Gable  CompShg     MetalSd     MetalSd       None
## 1546         1950     Gable  CompShg     MetalSd     MetalSd       None
## 1547         1950     Gable  CompShg     MetalSd     MetalSd      Stone
## 1548         1950     Gable  CompShg     Wd Sdng     Wd Sdng       None
## 1549         1980     Gable  CompShg     VinylSd     VinylSd       None
## 1550         1950     Gable  CompShg     MetalSd     MetalSd       None
## 1551         1950     Gable  CompShg     Wd Sdng     Wd Sdng       None
## 1552         1950     Gable  CompShg     MetalSd     MetalSd       None
## 1553         2009     Gable  CompShg     Wd Sdng     Wd Sdng       None
## 1554         1993     Gable  CompShg     VinylSd     VinylSd       None
## 1555         1959     Gable  CompShg     HdBoard     HdBoard    BrkFace
## 1557         1950     Gable  CompShg     Wd Sdng     Wd Shng       None
## 1558         1950     Gable  CompShg     VinylSd     VinylSd       None
## 1559         1950   Gambrel  CompShg     Wd Sdng      Stucco       None
## 1560         1950     Gable  CompShg     Wd Sdng     Wd Sdng       None
## 1561         1967     Gable  Tar&Grv     Plywood     Plywood    BrkFace
## 1562         2008       Hip  CompShg     HdBoard     HdBoard    BrkFace
## 1563         1968       Hip  CompShg     HdBoard     HdBoard       None
## 1564         1978     Gable  CompShg     Plywood     Plywood       None
## 1565         1968     Gable  CompShg     HdBoard     HdBoard       None
## 1566         2001       Hip  CompShg     Wd Sdng     Wd Sdng       None
## 1567         1950     Gable  CompShg     Wd Sdng     Wd Sdng       None
## 1568         1992     Gable  CompShg     VinylSd     VinylSd    BrkFace
## 1569         1990     Gable  CompShg     Wd Sdng     Wd Sdng       None
## 1570         1987     Gable  CompShg     Wd Sdng     Plywood       None
## 1571         1979     Gable  CompShg     WdShing     Wd Shng       None
## 1572         1998     Gable  CompShg     WdShing     Wd Shng       None
## 1573         2010     Gable  CompShg     VinylSd     VinylSd      Stone
## 1574         1964     Gable  CompShg     Wd Sdng     Wd Sdng       None
## 1575         1987     Gable  CompShg     Plywood     Plywood    BrkFace
## 1576         1993     Gable  CompShg     VinylSd     VinylSd    BrkFace
## 1577         2010     Gable  CompShg     VinylSd     VinylSd      Stone
## 1578         1993     Gable  CompShg     Wd Sdng     Plywood       None
## 1579         1996     Gable  CompShg     VinylSd     VinylSd       None
## 1580         1998     Gable  CompShg     VinylSd     VinylSd       None
## 1581         2004     Gable  CompShg     CemntBd     CmentBd       None
## 1582         1972     Gable  CompShg     Wd Sdng     Wd Sdng       None
## 1583         2003       Hip  CompShg     CemntBd     CmentBd    BrkFace
## 1584         1997     Gable  CompShg     VinylSd     VinylSd       None
## 1585         2003     Gable  CompShg     VinylSd     VinylSd    BrkFace
## 1586         2007     Gable  CompShg     VinylSd     VinylSd       None
## 1587         1954     Gable  CompShg     VinylSd     VinylSd       None
## 1588         1968     Gable  CompShg     MetalSd     MetalSd       None
## 1589         1950     Gable  CompShg     VinylSd     VinylSd       None
## 1590         1975     Gable  CompShg     Plywood     Plywood       None
## 1591         1958       Hip  CompShg     WdShing     Wd Shng       None
## 1592         1999     Gable  CompShg     MetalSd     VinylSd    BrkFace
## 1593         1950     Gable  CompShg     Wd Sdng     Wd Sdng       None
## 1594         1967      Flat  Tar&Grv     Plywood      CBlock       None
## 1595         1950     Gable  CompShg     VinylSd     VinylSd       None
## 1596         1985     Gable  CompShg     Wd Sdng     Wd Sdng    BrkFace
## 1597         1991     Gable  CompShg     VinylSd     VinylSd    BrkFace
## 1598         2007     Gable  CompShg     VinylSd     VinylSd    BrkFace
## 1599         1989     Gable  CompShg     HdBoard     HdBoard       None
## 1600         1989     Gable  CompShg     HdBoard     HdBoard       None
## 1601         1950     Gable  CompShg     Wd Sdng     Wd Sdng       None
## 1602         1975     Gable  CompShg     Wd Sdng     Wd Sdng       None
## 1603         1950       Hip  CompShg     Wd Sdng     Wd Sdng       None
## 1604         2005       Hip  CompShg     CemntBd     CmentBd      Stone
## 1605         1999     Gable  CompShg     VinylSd     VinylSd       None
## 1606         1977     Gable  CompShg     Plywood     Plywood       None
## 1607         1976     Gable  CompShg     Plywood     Plywood       None
## 1608         2008     Gable  CompShg     VinylSd     VinylSd      Stone
## 1609         2010     Gable  CompShg     VinylSd     VinylSd       None
## 1610         2007     Gable  CompShg     VinylSd     VinylSd       None
## 1611         1977       Hip  CompShg     Plywood     HdBoard       None
## 1612         2005     Gable  CompShg     VinylSd     VinylSd       None
## 1613         1999     Gable  CompShg     VinylSd     VinylSd       None
## 1614         1973     Gable  CompShg     CemntBd     CmentBd       None
## 1615         1970     Gable  CompShg     CemntBd     CmentBd       None
## 1616         1970     Gable  CompShg     CemntBd     CmentBd       None
## 1617         1972     Gable  CompShg     CemntBd     CmentBd       None
## 1618         2004     Gable  CompShg     VinylSd     VinylSd       None
## 1619         1984     Gable  CompShg     VinylSd     VinylSd       None
## 1620         1986     Gable  CompShg     HdBoard     HdBoard       None
## 1621         1991     Gable  CompShg     HdBoard     HdBoard       None
## 1622         1969     Gable  CompShg     HdBoard     HdBoard       None
## 1623         1995       Hip  CompShg     VinylSd     VinylSd       None
## 1624         1994     Gable  CompShg     VinylSd     VinylSd       None
## 1625         1956     Gable  CompShg     MetalSd     MetalSd       None
## 1626         1974       Hip  CompShg     Plywood     Plywood    BrkFace
## 1627         1997     Gable  CompShg     VinylSd     VinylSd       None
## 1628         2003     Gable  CompShg     VinylSd     VinylSd    BrkFace
## 1629         1997     Gable  CompShg     HdBoard     HdBoard    BrkFace
## 1630         2005     Gable  CompShg     CemntBd     CmentBd       None
## 1631         1998     Gable  CompShg     CemntBd     CmentBd       None
## 1632         1996     Gable  CompShg     CemntBd     CmentBd       None
## 1633         1998     Gable  CompShg     VinylSd     VinylSd       None
## 1634         1999     Gable  CompShg     VinylSd     VinylSd       None
## 1635         1995     Gable  CompShg     HdBoard     HdBoard       None
## 1636         1993     Gable  CompShg     HdBoard     HdBoard    BrkFace
## 1637         1977     Gable  CompShg     HdBoard     Wd Sdng    BrkFace
## 1638         1978     Gable  CompShg     HdBoard     HdBoard    BrkFace
## 1639         1986     Gable  CompShg     VinylSd     VinylSd    BrkFace
## 1640         1991     Gable  CompShg     Plywood     Plywood    BrkFace
## 1641         1998     Gable  CompShg     HdBoard     HdBoard    BrkFace
## 1642         2003     Gable  CompShg     CemntBd     CmentBd       None
## 1643         2001     Gable  CompShg     VinylSd     VinylSd       None
## 1644         2002     Gable  CompShg     VinylSd     VinylSd       None
## 1645         1975     Gable  CompShg     HdBoard     HdBoard    BrkFace
## 1646         1974       Hip  CompShg     Plywood     Plywood    BrkFace
## 1647         1975     Gable  CompShg     Plywood     Plywood       None
## 1648         1970     Gable  CompShg     HdBoard     HdBoard       None
## 1649         1971     Gable  CompShg     Plywood     Plywood    BrkFace
## 1650         1970     Gable  CompShg     VinylSd     VinylSd       None
## 1651         2006     Gable  CompShg     VinylSd     VinylSd       None
## 1652         1973     Gable  CompShg     HdBoard     HdBoard    BrkFace
## 1653         1972     Gable  CompShg     HdBoard     HdBoard    BrkFace
## 1654         1976     Gable  CompShg     Plywood     Brk Cmn       None
## 1655         1975     Gable  CompShg     Plywood     Brk Cmn       None
## 1656         1977     Gable  CompShg     Plywood     Brk Cmn       None
## 1657         1978     Gable  CompShg     Plywood     Brk Cmn       None
## 1658         1978     Gable  CompShg     Plywood     Brk Cmn       None
## 1659         1976     Gable  CompShg     Plywood     Brk Cmn       None
## 1660         2004       Hip  CompShg     HdBoard     HdBoard    BrkFace
## 1661         2007       Hip  CompShg     VinylSd     VinylSd      Stone
## 1662         2009     Gable  CompShg     VinylSd     VinylSd       None
## 1663         2008       Hip  CompShg     VinylSd     VinylSd      Stone
## 1664         2007       Hip  CompShg     VinylSd     VinylSd      Stone
## 1665         2008     Gable  CompShg     VinylSd     VinylSd      Stone
## 1666         2005       Hip  CompShg     VinylSd     VinylSd    BrkFace
## 1667         2007     Gable  CompShg     VinylSd     VinylSd      Stone
## 1668         2008       Hip  CompShg     VinylSd     VinylSd      Stone
## 1669         2006     Gable  CompShg     VinylSd     VinylSd      Stone
## 1670         2008       Hip  CompShg     VinylSd     VinylSd       None
## 1671         2004       Hip  CompShg     VinylSd     VinylSd    BrkFace
## 1672         2003       Hip  CompShg     VinylSd     VinylSd    BrkFace
## 1673         2004     Gable  CompShg     VinylSd     VinylSd      Stone
## 1674         2006     Gable  CompShg     VinylSd     VinylSd      Stone
## 1675         2005     Gable  CompShg     VinylSd     VinylSd      Stone
## 1676         2005     Gable  CompShg     VinylSd     VinylSd      Stone
## 1677         2008     Gable  CompShg     VinylSd     VinylSd      Stone
## 1678         2005       Hip  CompShg     CemntBd     CmentBd      Stone
## 1679         2004       Hip  CompShg     VinylSd     VinylSd    BrkFace
## 1680         2009       Hip  CompShg     MetalSd     MetalSd    BrkFace
## 1681         2008       Hip  CompShg     VinylSd     VinylSd    BrkFace
## 1682         2003       Hip  CompShg     VinylSd     VinylSd    BrkFace
## 1683         2003     Gable  CompShg     VinylSd     VinylSd      Stone
## 1684         2005     Gable  CompShg     VinylSd     VinylSd       None
## 1685         2006     Gable  CompShg     VinylSd     VinylSd       None
## 1686         2006     Gable  CompShg     VinylSd     VinylSd    BrkFace
## 1687         2005     Gable  CompShg     WdShing     Wd Shng       None
## 1688         2005     Gable  CompShg     VinylSd     VinylSd    BrkFace
## 1689         2004     Gable  CompShg     VinylSd     VinylSd       None
## 1690         2003     Gable  CompShg     VinylSd     VinylSd       None
## 1691         2003     Gable  CompShg     VinylSd     VinylSd       None
## 1692         2002     Gable  CompShg     VinylSd     VinylSd       None
## 1693         2004     Gable  CompShg     VinylSd     VinylSd       None
## 1694         2000     Gable  CompShg     VinylSd     VinylSd       None
## 1695         2000     Gable  CompShg     VinylSd     VinylSd       None
## 1696         1999     Gable  CompShg     VinylSd     VinylSd    BrkFace
## 1697         1999     Gable  CompShg     VinylSd     VinylSd       None
## 1698         2000     Gable  CompShg     VinylSd     VinylSd    BrkFace
## 1699         1995       Hip  CompShg     Wd Sdng     Wd Sdng    BrkFace
## 1700         1996     Gable  CompShg     VinylSd     VinylSd    BrkFace
## 1701         1994     Gable  CompShg     HdBoard     HdBoard    BrkFace
## 1702         2008     Gable  CompShg     VinylSd     VinylSd      Stone
## 1703         2008     Gable  CompShg     VinylSd     VinylSd    BrkFace
## 1704         2007     Gable  CompShg     VinylSd     VinylSd      Stone
## 1705         2006       Hip  CompShg     VinylSd     VinylSd      Stone
## 1706         2006       Hip  CompShg     VinylSd     VinylSd      Stone
## 1707         2009     Gable  CompShg     VinylSd     VinylSd       None
## 1708         2008       Hip  CompShg     VinylSd     VinylSd       None
## 1709         2008     Gable  CompShg     VinylSd     VinylSd      Stone
## 1710         2007     Gable  CompShg     VinylSd     VinylSd      Stone
## 1711         2006       Hip  CompShg     VinylSd     VinylSd      Stone
## 1712         2009       Hip  CompShg     VinylSd     VinylSd    BrkFace
## 1713         2007     Gable  CompShg     VinylSd     VinylSd       None
## 1714         2004     Gable  CompShg     VinylSd     Wd Shng       None
## 1715         2003     Gable  CompShg     VinylSd     VinylSd       None
## 1716         2007     Gable  CompShg     VinylSd     VinylSd       None
## 1717         2006     Gable  CompShg     VinylSd     VinylSd       None
## 1718         2004     Gable  CompShg     VinylSd     VinylSd       None
## 1719         2004     Gable  CompShg     VinylSd     VinylSd       None
## 1720         2004     Gable  Tar&Grv     VinylSd     VinylSd    BrkFace
## 1721         2005     Gable  CompShg     VinylSd     VinylSd       None
## 1722         2004     Gable  CompShg     VinylSd     VinylSd       None
## 1723         2004     Gable  CompShg     VinylSd     VinylSd       None
## 1724         2009     Gable  CompShg     VinylSd     VinylSd    BrkFace
## 1725         1997     Gable  CompShg     VinylSd     VinylSd    BrkFace
## 1726         1992     Gable  CompShg     HdBoard     HdBoard       None
## 1727         1991     Gable  CompShg     Plywood     ImStucc       None
## 1728         1994     Gable  CompShg     VinylSd     VinylSd       None
## 1729         1986     Gable  CompShg     VinylSd     VinylSd    BrkFace
## 1730         1981     Gable  CompShg     Wd Sdng     Wd Shng       None
## 1731         1962       Hip  CompShg     HdBoard     Plywood       None
## 1732         1961     Gable  CompShg     MetalSd     MetalSd       None
## 1733         1961     Gable  CompShg     Wd Sdng     Plywood       None
## 1734         1965     Gable  CompShg     HdBoard     Plywood       None
## 1735         1995     Gable  CompShg     Plywood     Plywood       None
## 1736         1962     Gable  CompShg     VinylSd     VinylSd    BrkFace
## 1737         1980     Gable  CompShg     VinylSd     VinylSd    BrkFace
## 1738         2008     Gable  CompShg     VinylSd     VinylSd    BrkFace
## 1739         2005     Gable  CompShg     MetalSd     MetalSd       None
## 1740         2008     Gable  CompShg     VinylSd     VinylSd      Stone
## 1741         2008     Gable  CompShg     VinylSd     VinylSd      Stone
## 1742         2000     Gable  CompShg     MetalSd     MetalSd    BrkFace
## 1743         1999       Hip  CompShg     MetalSd     MetalSd    BrkFace
## 1744         2008     Gable  CompShg     MetalSd     MetalSd    BrkFace
## 1745         1981     Gable  CompShg     BrkFace     BrkFace       None
## 1746         1976     Gable  CompShg     Plywood     Plywood    BrkFace
## 1747         1974     Gable  CompShg     VinylSd     VinylSd       None
## 1748         1997     Gable  CompShg     MetalSd     MetalSd    BrkFace
## 1749         1969     Gable  CompShg     HdBoard     HdBoard    BrkFace
## 1750         1969     Gable  CompShg     HdBoard     HdBoard    BrkFace
## 1751         1992       Hip  CompShg     HdBoard     HdBoard    BrkFace
## 1752         1967     Gable  CompShg     HdBoard     HdBoard       None
## 1753         1967       Hip  CompShg     HdBoard     HdBoard       None
## 1754         1974     Gable  CompShg     Plywood     Plywood    BrkFace
## 1755         1971       Hip  CompShg     HdBoard     HdBoard    BrkFace
## 1756         1960     Gable  CompShg     VinylSd     VinylSd       None
## 1757         1959       Hip  CompShg     MetalSd     MetalSd       None
## 1758         1957     Gable  CompShg     Wd Sdng     Wd Sdng    BrkFace
## 1759         1956     Gable  CompShg     Wd Sdng     Wd Sdng    BrkFace
## 1760         1995     Gable  CompShg     Wd Sdng     Wd Sdng    BrkFace
## 1761         1964     Gable  CompShg     HdBoard     HdBoard      Stone
## 1762         1965     Gable  CompShg     MetalSd     MetalSd       None
## 1763         1961       Hip  CompShg     HdBoard     HdBoard    BrkFace
## 1764         1955     Gable  CompShg     Wd Sdng     Wd Sdng       None
## 1765         1967     Gable  CompShg     BrkComm     Brk Cmn       None
## 1766         1961       Hip  CompShg     MetalSd     MetalSd    BrkFace
## 1767         2008     Gable  CompShg     MetalSd     MetalSd    BrkFace
## 1768         1956     Gable  CompShg     Wd Sdng     Wd Sdng    BrkFace
## 1769         1960     Gable  CompShg     Plywood     Plywood    BrkFace
## 1770         1998       Hip  CompShg     MetalSd     MetalSd       None
## 1771         1956     Gable  CompShg     BrkFace     BrkFace       None
## 1772         1955     Gable  CompShg     AsbShng     AsbShng       None
## 1773         1956     Gable  CompShg     Plywood     Plywood       None
## 1774         1958       Hip  CompShg     Wd Sdng     Wd Sdng    BrkFace
## 1775         1954       Hip  CompShg     MetalSd     MetalSd    BrkFace
## 1776         1951       Hip  CompShg     MetalSd     MetalSd       None
## 1777         1950     Gable  CompShg     MetalSd     MetalSd       None
## 1778         2005       Hip  CompShg     Wd Sdng     Wd Sdng       None
## 1779         1953       Hip  CompShg     Wd Sdng     Wd Sdng    BrkFace
## 1780         1999     Gable  CompShg     WdShing     Wd Shng       None
## 1781         1950     Gable  CompShg     Wd Sdng     Wd Sdng       None
## 1782         1958     Gable  CompShg     MetalSd     MetalSd       None
## 1783         2006     Gable  CompShg     VinylSd     VinylSd       None
## 1784         2003     Gable  CompShg     MetalSd     MetalSd       None
## 1785         1950     Gable  CompShg     MetalSd     MetalSd       None
## 1786         1950     Gable  CompShg     MetalSd     MetalSd       None
## 1787         2008     Gable  CompShg     VinylSd     VinylSd       None
## 1788         1950     Gable  CompShg      Stucco      Stucco       None
## 1789         1950     Gable  CompShg     Wd Sdng     Wd Sdng       None
## 1790         1998     Gable  CompShg     VinylSd     VinylSd       None
## 1791         1969     Gable  CompShg     MetalSd     MetalSd      Stone
## 1792         1963     Gable  CompShg     HdBoard     HdBoard    BrkFace
## 1793         1967     Gable  CompShg     HdBoard     HdBoard       None
## 1794         2007       Hip  CompShg     Wd Sdng     Wd Sdng       None
## 1795         1957       Hip  CompShg     Plywood     Plywood      Stone
## 1796         1958      Flat  Tar&Grv     Wd Sdng     Wd Sdng    BrkFace
## 1797         1950     Gable  CompShg     Wd Sdng     Wd Sdng       None
## 1798         1958       Hip  CompShg     BrkFace     BrkFace       None
## 1799         1952     Gable  CompShg     MetalSd     MetalSd       None
## 1800         1959     Gable  CompShg     BrkFace     Plywood       None
## 1801         1996     Gable  CompShg     MetalSd     MetalSd       None
## 1802         1994     Gable  CompShg     MetalSd     MetalSd       None
## 1803         1964     Gable  CompShg     HdBoard     HdBoard    BrkFace
## 1804         1978     Gable  CompShg     Plywood     Plywood    BrkFace
## 1805         1963       Hip  CompShg     HdBoard     HdBoard       None
## 1806         1998     Gable  CompShg     Wd Sdng     Wd Sdng       None
## 1807         1950     Gable  CompShg     Wd Sdng     Wd Sdng       None
## 1808         2003     Gable  CompShg     VinylSd     VinylSd       None
## 1809         2002     Gable  CompShg     VinylSd     VinylSd       None
## 1810         1950     Gable  CompShg     Wd Sdng     Wd Sdng       None
## 1811         1950     Gable  CompShg     AsbShng     AsbShng       None
## 1812         1950     Gable  CompShg     MetalSd     MetalSd       None
## 1813         1970     Gable  CompShg     Wd Sdng     Wd Sdng       None
## 1814         1950     Gable  CompShg     MetalSd     MetalSd       None
## 1815         1950     Gable  CompShg     MetalSd     MetalSd       None
## 1816         1950     Gable  CompShg      Stucco      Stucco       None
## 1817         1950     Gable  CompShg     VinylSd     VinylSd       None
## 1818         1950     Gable  CompShg      Stucco     BrkFace       None
## 1819         2007     Gable  CompShg      Stucco      Stucco       None
## 1820         1950     Gable  CompShg      Stucco      Stucco       None
## 1821         1950     Gable  CompShg     MetalSd     MetalSd       None
## 1822         2002     Gable  CompShg     MetalSd     MetalSd       None
## 1823         1950   Mansard  CompShg     AsbShng     AsbShng       None
## 1824         1950     Gable  CompShg     MetalSd     MetalSd       None
## 1825         1982     Gable  CompShg     WdShing     Wd Shng       None
## 1826         1950     Gable  CompShg      Stucco      Stucco    BrkFace
## 1827         1999     Gable  CompShg     MetalSd     MetalSd       None
## 1828         1950     Gable  CompShg     Wd Sdng     Wd Sdng       None
## 1829         1950       Hip  CompShg     Wd Sdng     Wd Sdng       None
## 1830         1950     Gable  CompShg     MetalSd     MetalSd       None
## 1831         1994     Gable  CompShg     Wd Sdng     Wd Sdng       None
## 1832         1950       Hip  CompShg     MetalSd     MetalSd       None
## 1833         1950     Gable  CompShg     Plywood     Plywood       None
## 1834         2002     Gable  CompShg     Wd Sdng     Wd Sdng       None
## 1835         2000     Gable  CompShg     MetalSd     MetalSd      Stone
## 1836         1950     Gable  CompShg     MetalSd     MetalSd       None
## 1837         1950       Hip  CompShg     MetalSd     MetalSd       None
## 1838         1965     Gable  CompShg     MetalSd     MetalSd       None
## 1839         2001     Gable  CompShg     MetalSd     MetalSd       None
## 1840         1988     Gable  CompShg     Plywood     Plywood       None
## 1841         1978     Gable  CompShg     Plywood     Plywood       None
## 1842         1950     Gable  CompShg     MetalSd     MetalSd       None
## 1843         1967       Hip  CompShg     HdBoard     HdBoard    BrkFace
## 1844         1978     Gable  CompShg     Plywood     HdBoard    BrkFace
## 1845         1961       Hip  CompShg     HdBoard     HdBoard       None
## 1846         1960       Hip  CompShg     Wd Sdng     Wd Sdng    BrkFace
## 1847         1956       Hip  CompShg     Wd Sdng     Wd Sdng    BrkFace
## 1848         1950     Gable  CompShg     Wd Sdng     Wd Sdng       None
## 1849         1954     Gable  CompShg     VinylSd     VinylSd       None
## 1850         1956       Hip  CompShg     MetalSd     MetalSd       None
## 1851         1950       Hip  CompShg     MetalSd     MetalSd       None
## 1852         1954     Gable  CompShg     Wd Sdng     Wd Sdng       None
## 1853         1984     Gable  CompShg     HdBoard     HdBoard    BrkFace
## 1854         1991     Gable  CompShg     HdBoard     HdBoard       None
## 1855         1983     Gable  CompShg     Wd Sdng     Wd Sdng    BrkFace
## 1856         1994     Gable  CompShg     VinylSd     VinylSd       None
## 1857         2007     Gable  CompShg     HdBoard     HdBoard       None
## 1858         1979     Gable  CompShg     HdBoard     HdBoard       None
## 1859         1979     Gable  CompShg     HdBoard     HdBoard       None
## 1860         1979     Gable  CompShg     Plywood     Plywood    BrkFace
## 1861         1979     Gable  CompShg     HdBoard     HdBoard       None
## 1862         2000       Hip  CompShg     VinylSd     VinylSd    BrkFace
## 1863         2000       Hip  CompShg     VinylSd     VinylSd    BrkFace
## 1864         2000       Hip  CompShg     VinylSd     VinylSd    BrkFace
## 1865         2009       Hip  CompShg     VinylSd     VinylSd      Stone
## 1866         2008     Gable  CompShg     VinylSd     VinylSd      Stone
## 1867         2008     Gable  CompShg     VinylSd     VinylSd       None
## 1868         2008       Hip  CompShg     VinylSd     VinylSd      Stone
## 1869         2007     Gable  CompShg     VinylSd     VinylSd       None
## 1870         2008     Gable  CompShg     VinylSd     VinylSd    BrkFace
## 1871         2006     Gable  CompShg     VinylSd     VinylSd      Stone
## 1872         2006     Gable  CompShg     VinylSd     VinylSd       None
## 1873         1993     Gable  CompShg     VinylSd     VinylSd       None
## 1874         1994     Gable  CompShg     VinylSd     VinylSd       None
## 1875         1998     Gable  CompShg     VinylSd     VinylSd       None
## 1876         1998     Gable  CompShg     VinylSd     VinylSd    BrkFace
## 1877         2001     Gable  CompShg     VinylSd     VinylSd    BrkFace
## 1878         2001     Gable  CompShg     VinylSd     VinylSd    BrkFace
## 1879         1978     Gable  CompShg     MetalSd     MetalSd    BrkFace
## 1880         1979     Gable  CompShg     HdBoard     HdBoard    BrkFace
## 1881         2002       Hip  CompShg     VinylSd     VinylSd       None
## 1882         2003     Gable  CompShg     VinylSd     VinylSd    BrkFace
## 1883         2002     Gable  CompShg     VinylSd     VinylSd       None
## 1884         2001     Gable  CompShg     VinylSd     VinylSd       None
## 1885         2000     Gable  CompShg     VinylSd     VinylSd    BrkFace
## 1886         2003       Hip  CompShg     HdBoard     HdBoard    BrkFace
## 1887         1998     Gable  CompShg     VinylSd     VinylSd    BrkFace
## 1888         2007     Gable  CompShg     VinylSd     VinylSd    BrkFace
## 1889         2007     Gable  CompShg     VinylSd     VinylSd       None
## 1890         1971     Gable  CompShg     HdBoard     HdBoard       None
## 1891         2006     Gable  CompShg     VinylSd     VinylSd    BrkFace
## 1892         1959     Gable  CompShg     AsbShng     AsbShng       None
## 1893         1950     Gable  CompShg     MetalSd     MetalSd       None
## 1894         1959       Hip  CompShg     VinylSd     VinylSd    BrkFace
## 1895         1956       Hip  CompShg     HdBoard     HdBoard    BrkFace
## 1896         1950     Gable  CompShg     Wd Sdng     Wd Sdng       None
## 1897         1950     Gable  CompShg     MetalSd     MetalSd    BrkFace
## 1898         1950     Gable  CompShg     Wd Sdng     Wd Sdng       None
## 1899         2000     Gable  CompShg      Stucco      Stucco       None
## 1900         1990   Gambrel  CompShg     Wd Sdng     Wd Sdng       None
## 1901         1950     Gable  CompShg     Wd Sdng     Wd Sdng       None
## 1902         1960     Gable  CompShg     MetalSd     MetalSd       None
## 1903         1950     Gable  CompShg     Wd Sdng     Wd Sdng       None
## 1904         1954     Gable  CompShg     BrkFace     BrkFace       None
## 1905         1960     Gable  CompShg     HdBoard     Plywood      Stone
## 1906         2005     Gable  CompShg     BrkComm     Brk Cmn       None
## 1907         1954     Gable  CompShg     HdBoard     HdBoard      Stone
## 1908         1980     Gable  CompShg     MetalSd     MetalSd       None
## 1909         1992     Gable  CompShg     MetalSd     MetalSd       None
## 1910         1980     Gable  CompShg     MetalSd     MetalSd       None
## 1911         1986     Gable  CompShg     VinylSd     VinylSd    BrkFace
## 1912         2009       Hip  CompShg     BrkFace     BrkFace       None
## 1913         1993   Gambrel  CompShg     AsbShng     AsbShng       None
## 1914         1950     Gable  CompShg     MetalSd     MetalSd       None
## 1915         2008       Hip  CompShg     CemntBd     CmentBd      Stone
## 1917         2001     Gable  CompShg     CemntBd     CmentBd       None
## 1918         1977     Gable  CompShg     Plywood     Plywood       None
## 1919         1977     Gable  CompShg     Plywood     Plywood       None
## 1920         1991     Gable  CompShg     HdBoard     HdBoard       None
## 1921         2008     Gable  CompShg     CemntBd     CmentBd      Stone
## 1922         2008     Gable  CompShg     CemntBd     CmentBd    BrkFace
## 1923         2006     Gable  CompShg     MetalSd     MetalSd       None
## 1924         1989       Hip  CompShg     Plywood     Plywood    BrkFace
## 1925         2003     Gable  CompShg     VinylSd     VinylSd       None
## 1926         2007       Hip  CompShg     CemntBd     CmentBd      Stone
## 1927         1968     Gable  CompShg     HdBoard     HdBoard    BrkFace
## 1928         2000       Hip  CompShg     HdBoard     HdBoard    BrkFace
## 1929         1972     Gable  CompShg     MetalSd     MetalSd       None
## 1930         1996     Gable  CompShg     HdBoard     HdBoard       None
## 1931         1993     Gable  CompShg     HdBoard     Wd Shng       None
## 1932         1992     Gable  CompShg     HdBoard     Wd Shng       None
## 1933         1969     Gable  CompShg     VinylSd     VinylSd    BrkFace
## 1934         1998     Gable  CompShg     VinylSd     VinylSd       None
## 1935         1996     Gable  CompShg     VinylSd     VinylSd    BrkFace
## 1936         1998     Gable  CompShg     VinylSd     VinylSd       None
## 1937         1996     Gable  CompShg     HdBoard     HdBoard       None
## 1938         1997     Gable  CompShg     HdBoard     HdBoard       None
## 1939         1997     Gable  CompShg     CemntBd     CmentBd       None
## 1940         1992     Gable  CompShg     HdBoard     HdBoard       None
## 1941         1998     Gable  CompShg     VinylSd     VinylSd       None
## 1942         1991     Gable  CompShg     HdBoard     HdBoard    BrkFace
## 1943         1989     Gable  CompShg     HdBoard     HdBoard       None
## 1944         2005     Gable  CompShg     VinylSd     VinylSd      Stone
## 1945         2004       Hip  CompShg     VinylSd     VinylSd    BrkFace
## 1947         2007       Hip  CompShg     MetalSd     MetalSd    BrkFace
## 1948         1950       Hip  CompShg     AsbShng     AsbShng    BrkFace
## 1949         1988     Gable  CompShg     Plywood     Wd Sdng    BrkFace
## 1950         1983     Gable  CompShg     WdShing     Plywood    BrkFace
## 1951         1978       Hip  CompShg     Plywood     Plywood    BrkFace
## 1952         1979       Hip  CompShg     Plywood     Plywood    BrkFace
## 1953         1976       Hip  CompShg     HdBoard     HdBoard    BrkFace
## 1954         1988     Gable  CompShg     HdBoard     HdBoard    BrkFace
## 1955         1969     Gable  CompShg     VinylSd     VinylSd       None
## 1956         1978   Mansard  WdShake     Plywood     Plywood    BrkFace
## 1957         1976     Gable  CompShg     HdBoard     HdBoard    BrkFace
## 1958         1996     Gable  CompShg     VinylSd     VinylSd    BrkFace
## 1959         1974     Gable  CompShg     VinylSd     VinylSd       None
## 1960         1969     Gable  CompShg     HdBoard     HdBoard    BrkFace
## 1961         1971       Hip  CompShg     MetalSd     MetalSd       None
## 1962         1973     Gable  CompShg     HdBoard     HdBoard    BrkFace
## 1963         1972     Gable  CompShg     HdBoard     HdBoard    BrkFace
## 1964         1972     Gable  CompShg     HdBoard     HdBoard    BrkFace
## 1965         1975     Gable  CompShg     Plywood     Brk Cmn       None
## 1966         1977     Gable  CompShg     Plywood     Brk Cmn       None
## 1967         2007       Hip  CompShg     VinylSd     VinylSd      Stone
## 1968         2007       Hip  CompShg     VinylSd     VinylSd      Stone
## 1969         2007       Hip  CompShg     VinylSd     VinylSd    BrkFace
## 1970         2006       Hip  CompShg     VinylSd     VinylSd    BrkFace
## 1971         2006       Hip  CompShg     CemntBd     CmentBd    BrkFace
## 1972         2005     Gable  CompShg     CemntBd     CmentBd    BrkFace
## 1973         2007       Hip  CompShg     VinylSd     VinylSd      Stone
## 1974         2004     Gable  CompShg     VinylSd     VinylSd      Stone
## 1975         2003       Hip  CompShg     MetalSd     MetalSd      Stone
## 1976         2004     Gable  CompShg     VinylSd     VinylSd    BrkFace
## 1977         2002     Gable  CompShg     VinylSd     VinylSd    BrkFace
## 1978         2003     Gable  CompShg     VinylSd     VinylSd    BrkFace
## 1979         2008       Hip  CompShg     MetalSd     MetalSd    BrkFace
## 1980         2005     Gable  CompShg     VinylSd     VinylSd      Stone
## 1981         2008       Hip  CompShg     MetalSd     MetalSd    BrkFace
## 1982         2007       Hip  CompShg     MetalSd     MetalSd    BrkFace
## 1983         2007       Hip  CompShg     MetalSd     MetalSd    BrkFace
## 1984         2004     Gable  CompShg     VinylSd     Wd Shng      Stone
## 1985         2003     Gable  CompShg     VinylSd     VinylSd    BrkFace
## 1986         2004       Hip  CompShg     VinylSd     VinylSd    BrkFace
## 1987         2008     Gable  CompShg     WdShing     Wd Shng    BrkFace
## 1988         2004     Gable  CompShg     VinylSd     VinylSd       None
## 1989         2003     Gable  CompShg     VinylSd     VinylSd       None
## 1990         2003     Gable  CompShg     VinylSd     VinylSd    BrkFace
## 1991         2008     Gable  CompShg     VinylSd     VinylSd      Stone
## 1992         2001     Gable  CompShg     VinylSd     VinylSd    BrkFace
## 1993         2002     Gable  CompShg     VinylSd     VinylSd       None
## 1994         2000     Gable  CompShg     VinylSd     VinylSd       None
## 1995         1999     Gable  CompShg     VinylSd     VinylSd       None
## 1996         1997       Hip  CompShg     HdBoard     HdBoard    BrkFace
## 1997         2000       Hip  CompShg     VinylSd     VinylSd    BrkFace
## 1998         1998     Gable  CompShg     VinylSd     VinylSd    BrkFace
## 1999         1997     Gable  CompShg     VinylSd     VinylSd       None
## 2000         1995     Gable  CompShg     VinylSd     VinylSd    BrkFace
## 2001         1994       Hip  WdShake     VinylSd     VinylSd    BrkFace
## 2002         2006     Gable  CompShg     VinylSd     VinylSd    BrkFace
## 2003         2007     Gable  CompShg     VinylSd     VinylSd      Stone
## 2004         2008       Hip  CompShg     VinylSd     VinylSd      Stone
## 2005         2007       Hip  CompShg     VinylSd     VinylSd       None
## 2006         2008     Gable  CompShg     VinylSd     VinylSd       None
## 2007         2007     Gable  CompShg     VinylSd     VinylSd    BrkFace
## 2008         2008     Gable  CompShg     CemntBd     CmentBd      Stone
## 2009         2003     Gable  CompShg     VinylSd     VinylSd       None
## 2010         2004     Gable  CompShg     VinylSd     VinylSd    BrkFace
## 2011         2006     Gable  CompShg     VinylSd     VinylSd    BrkFace
## 2012         2007     Gable  CompShg     VinylSd     VinylSd       None
## 2013         1995     Gable  CompShg     VinylSd     VinylSd    BrkFace
## 2014         1994     Gable  CompShg     HdBoard     HdBoard    BrkFace
## 2015         1995     Gable  CompShg     VinylSd     VinylSd    BrkFace
## 2016         2001     Gable  CompShg     VinylSd     VinylSd       None
## 2017         1992     Gable  CompShg     HdBoard     HdBoard       None
## 2018         1963       Hip  CompShg     Wd Sdng     Wd Sdng       None
## 2019         2007     Gable  CompShg     Wd Sdng     Wd Sdng       None
## 2020         1968     Gable  CompShg     HdBoard     HdBoard       None
## 2021         1963       Hip  CompShg     Wd Sdng     HdBoard       None
## 2022         1974     Gable  CompShg     HdBoard     ImStucc    BrkFace
## 2023         1972     Gable  CompShg     HdBoard     HdBoard       None
## 2024         1991       Hip  CompShg     HdBoard     HdBoard    BrkFace
## 2025         1994       Hip  CompShg     Wd Sdng     Wd Sdng    BrkFace
## 2026         2005     Gable  CompShg     MetalSd     MetalSd       None
## 2027         2005     Gable  CompShg     MetalSd     MetalSd       None
## 2028         2007     Gable  CompShg     VinylSd     VinylSd       None
## 2029         1999     Gable  CompShg     MetalSd     MetalSd      Stone
## 2030         2000       Hip  CompShg     MetalSd     MetalSd    BrkFace
## 2031         2001     Gable  CompShg     VinylSd     VinylSd    BrkFace
## 2032         2001     Gable  CompShg     VinylSd     VinylSd       None
## 2033         2000     Gable  CompShg     VinylSd     VinylSd    BrkFace
## 2034         2000     Gable  CompShg     VinylSd     VinylSd    BrkFace
## 2035         2001     Gable  CompShg     VinylSd     VinylSd    BrkFace
## 2036         1999     Gable  CompShg     MetalSd     MetalSd    BrkFace
## 2037         2000     Gable  CompShg     MetalSd     MetalSd    BrkFace
## 2038         1999     Gable  CompShg     BrkFace     MetalSd       None
## 2039         1995       Hip  CompShg     BrkFace     BrkFace       None
## 2040         1977   Mansard  CompShg     Wd Sdng     Wd Sdng    BrkFace
## 2041         2007     Gable  CompShg     VinylSd     VinylSd       None
## 2042         2002     Gable  CompShg     VinylSd     VinylSd       None
## 2043         1969     Gable  CompShg     MetalSd     MetalSd       None
## 2044         1968     Gable  CompShg     HdBoard     HdBoard       None
## 2045         1967     Gable  CompShg     Plywood     Plywood       None
## 2046         1965     Gable  CompShg     MetalSd     MetalSd       None
## 2047         1968     Gable  CompShg     MetalSd     MetalSd       None
## 2048         2005       Hip  CompShg     HdBoard     HdBoard       None
## 2049         1965     Gable  CompShg     HdBoard     HdBoard       None
## 2050         1971     Gable  CompShg     HdBoard     HdBoard       None
## 2051         1956     Gable  CompShg     HdBoard     HdBoard       None
## 2052         1961     Gable  CompShg     Plywood     Plywood       None
## 2053         2000     Gable  CompShg     Wd Sdng     Wd Sdng       None
## 2054         1950     Gable  CompShg     MetalSd     MetalSd       None
## 2055         1960     Gable  CompShg     MetalSd     MetalSd    BrkFace
## 2056         2006     Gable  CompShg     HdBoard     HdBoard       None
## 2057         1953       Hip  CompShg     Wd Sdng     Wd Sdng    BrkFace
## 2058         1999     Gable  CompShg     VinylSd     VinylSd    BrkFace
## 2059         1957     Gable  CompShg     Wd Sdng     Wd Sdng    BrkFace
## 2060         1998     Gable  CompShg     HdBoard     HdBoard       None
## 2061         1958     Gable  CompShg     Wd Sdng     Wd Sdng    BrkFace
## 2062         1958     Gable  CompShg     MetalSd     MetalSd       None
## 2063         1952     Gable  CompShg     MetalSd     MetalSd      Stone
## 2064         1953     Gable  CompShg     MetalSd     MetalSd    BrkFace
## 2065         1953       Hip  CompShg     MetalSd     MetalSd       None
## 2066         1957     Gable  CompShg     Plywood     Plywood    BrkFace
## 2067         1982     Gable  CompShg     MetalSd     MetalSd       None
## 2068         1957     Gable  CompShg     Wd Sdng     Wd Sdng       None
## 2069         1950     Gable  CompShg     MetalSd     MetalSd       None
## 2070         1950     Gable  CompShg     VinylSd     VinylSd       None
## 2071         2005   Gambrel  CompShg     VinylSd     VinylSd       None
## 2072         1950     Gable  CompShg     Wd Sdng     Wd Sdng       None
## 2073         1968     Gable  CompShg     HdBoard     Plywood       None
## 2074         2001     Gable  Tar&Grv     HdBoard     HdBoard    BrkFace
## 2075         1993     Gable  CompShg     Wd Sdng     Wd Sdng    BrkFace
## 2076         1951     Gable  CompShg     MetalSd     MetalSd       None
## 2077         1959     Gable  CompShg     BrkFace     Wd Sdng       None
## 2078         1962     Gable  CompShg     BrkFace     MetalSd       None
## 2079         1950     Gable  CompShg     Wd Sdng     Wd Sdng       None
## 2080         1954     Gable  CompShg     MetalSd     MetalSd       None
## 2081         1954     Gable  CompShg     MetalSd     MetalSd       None
## 2082         1961     Gable  CompShg     BrkFace     Wd Sdng       None
## 2083         1967     Gable  CompShg     MetalSd     MetalSd       None
## 2084         1954     Gable  CompShg     MetalSd     MetalSd       None
## 2085         1963     Gable  CompShg     Wd Sdng     Wd Sdng       None
## 2086         2008     Gable  CompShg     VinylSd     VinylSd       None
## 2087         2005     Gable  CompShg     WdShing     Wd Shng       None
## 2088         2003     Gable  CompShg     AsbShng     AsbShng       None
## 2089         1950     Gable  CompShg     MetalSd     MetalSd       None
## 2090         2005     Gable  CompShg     Wd Sdng     Wd Sdng       None
## 2091         1996     Gable  CompShg     Wd Sdng     Wd Sdng       None
## 2092         1985     Gable  CompShg     MetalSd     MetalSd       None
## 2093         1950     Gable  CompShg     WdShing     Wd Shng       None
## 2094         2006     Gable  CompShg      Stucco      Stucco       None
## 2095         1950     Gable  CompShg     Wd Sdng     Wd Sdng       None
## 2096         1950   Mansard  CompShg     MetalSd     MetalSd       None
## 2097         1996     Gable  CompShg     Wd Sdng     HdBoard       None
## 2098         1950     Gable  CompShg     MetalSd     MetalSd       None
## 2099         1950     Gable  CompShg     VinylSd     VinylSd       None
## 2100         1992     Gable  CompShg     MetalSd     MetalSd       None
## 2101         2006     Gable  CompShg     MetalSd     MetalSd       None
## 2102         1965     Gable  CompShg     Wd Sdng     Wd Shng       None
## 2103         2003     Gable  CompShg     VinylSd     VinylSd       None
## 2104         1960     Gable  CompShg     AsbShng     AsbShng       None
## 2105         2005     Gable  CompShg     MetalSd     MetalSd       None
## 2106         1950     Gable  CompShg     AsbShng     AsbShng       None
## 2107         1999     Gable  CompShg     Wd Sdng     Wd Shng       None
## 2108         1959     Gable  CompShg     MetalSd     MetalSd    BrkFace
## 2109         2006     Gable  CompShg     MetalSd     MetalSd       None
## 2110         1983     Gable  CompShg     WdShing     Wd Shng       None
## 2111         1950     Gable  CompShg     Wd Sdng     Wd Sdng       None
## 2112         1950     Gable  CompShg     Wd Sdng     Wd Sdng       None
## 2113         2006     Gable  CompShg     Wd Sdng     Wd Sdng       None
## 2114         2000     Gable  CompShg     HdBoard     HdBoard       None
## 2115         1989     Gable  CompShg     Wd Sdng     Wd Sdng       None
## 2116         2003     Gable  CompShg     Wd Sdng     Wd Sdng       None
## 2117         2000     Gable  CompShg     Wd Sdng     Wd Sdng       None
## 2118         1950     Gable  CompShg     Wd Sdng     Wd Sdng       None
## 2119         1950     Gable  CompShg     MetalSd     MetalSd       None
## 2120         1997     Gable  CompShg     AsbShng     AsbShng       None
## 2122         1950     Gable  CompShg     MetalSd     MetalSd       None
## 2123         1995     Gable  CompShg     Plywood     Plywood       None
## 2124         1950     Gable  CompShg     Wd Sdng     Wd Sdng       None
## 2125         1950   Gambrel  CompShg     Wd Sdng     Wd Sdng       None
## 2126         2004     Gable  CompShg     VinylSd     VinylSd       None
## 2127         1983     Gable  CompShg     Wd Sdng     Wd Sdng       None
## 2128         1950   Gambrel  CompShg     MetalSd     MetalSd       None
## 2129         1950     Gable  CompShg      Stucco     Wd Shng       None
## 2130         1952     Gable  CompShg     MetalSd     MetalSd       None
## 2131         1958     Gable  CompShg     Wd Sdng     Wd Sdng       None
## 2132         1978     Gable  CompShg     HdBoard     HdBoard       None
## 2133         1992     Gable  CompShg     VinylSd     VinylSd       None
## 2134         1950     Gable  CompShg      Stucco      Stucco       None
## 2135         1991     Gable  CompShg     Wd Sdng     Wd Sdng       None
## 2136         1950     Gable  CompShg     AsphShn     AsphShn       None
## 2137         1993     Gable  CompShg     VinylSd     VinylSd       None
## 2138         1963     Gable  CompShg     HdBoard     Wd Sdng       None
## 2139         1978     Gable  CompShg     HdBoard     Plywood    BrkFace
## 2140         2005     Gable  CompShg     HdBoard     HdBoard       None
## 2141         1978     Gable  CompShg     HdBoard     HdBoard     BrkCmn
## 2142         1967     Gable  CompShg     MetalSd     MetalSd    BrkFace
## 2143         1984     Gable  CompShg     VinylSd     VinylSd       None
## 2144         1950     Gable  CompShg     BrkFace      Stucco       None
## 2145         2003     Gable  CompShg     VinylSd     VinylSd       None
## 2146         1956     Gable  CompShg     HdBoard     HdBoard       None
## 2147         1960      Flat  Tar&Grv     Plywood     Plywood      Stone
## 2148         1973     Gable  CompShg     Wd Sdng     Wd Sdng       None
## 2149         1970       Hip  CompShg     HdBoard     HdBoard       None
## 2150         1979     Gable  CompShg     Plywood     Plywood       None
## 2151         1950     Gable  CompShg     BrkFace     Plywood       None
## 2153         1956       Hip  CompShg     Wd Sdng     Wd Sdng       None
## 2154         1975     Gable  CompShg     HdBoard     HdBoard       None
## 2155         2001     Gable  CompShg     VinylSd     VinylSd     BrkCmn
## 2156         2002     Gable  CompShg     HdBoard     HdBoard    BrkFace
## 2157         1994     Gable  CompShg     HdBoard     HdBoard    BrkFace
## 2158         1994     Gable  CompShg     VinylSd     VinylSd       None
## 2159         1996     Gable  CompShg     VinylSd     VinylSd       None
## 2160         2007     Gable  CompShg     VinylSd     VinylSd       None
## 2161         2007     Gable  CompShg     VinylSd     VinylSd      Stone
## 2162         2008       Hip  CompShg     VinylSd     VinylSd      Stone
## 2163         2008       Hip  CompShg     VinylSd     VinylSd      Stone
## 2164         1995     Gable  CompShg     VinylSd     VinylSd    BrkFace
## 2165         1966      Flat  Tar&Grv     Plywood     Plywood       None
## 2166         1994     Gable  CompShg     VinylSd     VinylSd       None
## 2167         1998     Gable  CompShg     VinylSd     VinylSd    BrkFace
## 2168         1997     Gable  CompShg     VinylSd     VinylSd    BrkFace
## 2169         2000     Gable  CompShg     VinylSd     VinylSd    BrkFace
## 2170         2001     Gable  CompShg     VinylSd     VinylSd       None
## 2171         1978     Gable  CompShg     HdBoard     HdBoard    BrkFace
## 2172         1975     Gable  CompShg     HdBoard     HdBoard    BrkFace
## 2173         2001     Gable  CompShg     Plywood     Wd Sdng       None
## 2174         2001     Gable  CompShg     VinylSd     VinylSd    BrkFace
## 2175         2002     Gable  CompShg     VinylSd     VinylSd    BrkFace
## 2176         2003       Hip  CompShg     VinylSd     VinylSd    BrkFace
## 2177         2003     Gable  CompShg     VinylSd     VinylSd       None
## 2178         2000     Gable  CompShg     VinylSd     VinylSd    BrkFace
## 2179         2004     Gable  CompShg     VinylSd     VinylSd    BrkFace
## 2180         1998     Gable  CompShg     VinylSd     VinylSd       None
## 2181         2004     Gable  CompShg     VinylSd     VinylSd      Stone
## 2182         2007     Gable  CompShg     VinylSd     VinylSd      Stone
## 2183         2007     Gable  CompShg     VinylSd     VinylSd       None
## 2184         1966       Hip  CompShg     HdBoard     HdBoard       None
## 2185         1976     Gable  CompShg     HdBoard     Plywood    BrkFace
## 2186         1976       Hip  CompShg     HdBoard     Plywood    BrkFace
## 2187         1977       Hip  CompShg     Plywood     Plywood       None
## 2188         2001       Hip  CompShg     Plywood     Plywood       None
## 2190         1955     Gable  CompShg     AsbShng     Plywood       None
## 2191         1955     Gable  CompShg     WdShing     Wd Shng     BrkCmn
## 2192         1955       Hip  CompShg     Wd Sdng     Wd Sdng       None
## 2193         2007     Gable  CompShg     Wd Sdng     Wd Sdng       None
## 2194         1993     Gable  CompShg     MetalSd     MetalSd       None
## 2195         1953     Gable  CompShg     MetalSd     MetalSd      Stone
## 2196         1954     Gable  CompShg     Wd Sdng     Wd Sdng       None
## 2197         2008     Gable  CompShg     Wd Sdng     Wd Sdng       None
## 2198         1950     Gable  CompShg     WdShing     Wd Shng    BrkFace
## 2199         1950     Gable  CompShg      Stucco      Stucco       None
## 2200         1950   Gambrel  CompShg     Wd Sdng     Wd Sdng       None
## 2201         1995     Gable  CompShg     Wd Sdng     Wd Shng       None
## 2202         1997     Gable  CompShg      Stucco      Stucco       None
## 2203         1950       Hip  CompShg     Wd Sdng     Plywood       None
## 2204         1995     Gable  CompShg     WdShing     Wd Shng       None
## 2205         1950     Gable  CompShg     Wd Sdng     Wd Sdng       None
## 2206         1951       Hip  CompShg     WdShing     Plywood    BrkFace
## 2207         1950     Gable  CompShg     BrkFace      Stucco      Stone
## 2208         2000     Gable  CompShg     VinylSd     VinylSd       None
## 2209         1956     Gable  CompShg     BrkFace     MetalSd       None
## 2210         1980     Gable  CompShg     MetalSd     MetalSd       None
## 2211         1998     Gable  CompShg     VinylSd     VinylSd       None
## 2212         2006     Gable  CompShg     VinylSd     VinylSd       None
## 2213         1950     Gable  CompShg     Wd Sdng     Wd Sdng       None
## 2214         1967       Hip  CompShg     HdBoard     Plywood       None
## 2215         1995     Gable  CompShg     Wd Sdng     Wd Sdng       None
## 2216         1958     Gable  CompShg     WdShing     Wd Shng    BrkFace
## 2218         1950     Gable  CompShg     Wd Sdng     Wd Sdng       None
## 2219         2000     Gable  CompShg     Plywood     Plywood       None
## 2220         1950     Gable  CompShg     MetalSd     MetalSd       None
## 2221         2008       Hip  CompShg     CemntBd     CmentBd      Stone
## 2222         2005       Hip  CompShg     CemntBd     CmentBd      Stone
## 2223         1997     Gable  CompShg     MetalSd     MetalSd    BrkFace
## 2224         1997     Gable  CompShg     VinylSd     VinylSd       None
## 2225         1976     Gable  CompShg     Plywood     Plywood       None
## 2226         1991     Gable  CompShg     HdBoard     HdBoard       None
## 2227         1986     Gable  CompShg     VinylSd     VinylSd    BrkFace
## 2228         2007       Hip  CompShg     VinylSd     VinylSd      Stone
## 2229         2007     Gable  CompShg     VinylSd     VinylSd       None
## 2230         2007     Gable  CompShg     VinylSd     VinylSd       None
## 2231         2008     Gable  CompShg     VinylSd     VinylSd      Stone
## 2232         1989     Gable  CompShg     Wd Sdng     Wd Sdng    BrkFace
## 2233         1986     Gable  CompShg     Plywood     HdBoard    BrkFace
## 2234         2003       Hip  CompShg     VinylSd     VinylSd    BrkFace
## 2235         2000       Hip  CompShg     VinylSd     VinylSd       None
## 2236         2007     Gable  CompShg     VinylSd     VinylSd       None
## 2237         2006     Gable  CompShg     VinylSd     VinylSd    BrkFace
## 2238         1998     Gable  CompShg     VinylSd     VinylSd    BrkFace
## 2239         2008     Gable  CompShg     VinylSd     VinylSd       None
## 2240         1997       Hip  CompShg     VinylSd     VinylSd    BrkFace
## 2241         1964     Gable  CompShg     HdBoard     HdBoard    BrkFace
## 2242         1975     Gable  CompShg     CemntBd     CmentBd       None
## 2243         1976     Gable  CompShg     CemntBd     CmentBd       None
## 2244         2006     Gable  CompShg     CemntBd     CmentBd       None
## 2245         1973     Gable  CompShg     CemntBd     CmentBd       None
## 2246         1968     Gable  CompShg     Plywood     Plywood       None
## 2247         2007     Gable  CompShg     CemntBd     CmentBd       None
## 2248         1983     Gable  CompShg     VinylSd     VinylSd       None
## 2249         2005     Gable  CompShg     HdBoard     Plywood       None
## 2250         1984     Gable  CompShg     HdBoard     Plywood       None
## 2252         1971     Gable  CompShg     MetalSd     MetalSd    BrkFace
## 2253         1997     Gable  CompShg     VinylSd     VinylSd       None
## 2254         1994     Gable  CompShg     HdBoard     HdBoard    BrkFace
## 2255         2000     Gable  CompShg     VinylSd     VinylSd       None
## 2256         1996     Gable  CompShg     HdBoard     HdBoard       None
## 2257         2003     Gable  CompShg     VinylSd     VinylSd       None
## 2258         1993     Gable  CompShg     HdBoard     HdBoard    BrkFace
## 2259         1994     Gable  CompShg     HdBoard     HdBoard       None
## 2260         1964     Gable  CompShg     HdBoard     HdBoard     BrkCmn
## 2261         1988     Gable  CompShg     CemntBd     CmentBd       None
## 2262         1990     Gable  CompShg     CemntBd     CmentBd       None
## 2263         2005       Hip  CompShg     VinylSd     VinylSd      Stone
## 2264         2007       Hip  CompShg     VinylSd     VinylSd    BrkFace
## 2265         1990     Gable  CompShg     HdBoard     HdBoard       None
## 2266         2006     Gable  CompShg     MetalSd     MetalSd    BrkFace
## 2267         2006       Hip  CompShg     VinylSd     VinylSd    BrkFace
## 2268         2007       Hip  CompShg     CemntBd     CmentBd    BrkFace
## 2269         1984       Hip  CompShg     HdBoard     HdBoard       None
## 2270         2003     Gable  CompShg     MetalSd     MetalSd    BrkFace
## 2271         1985     Gable  CompShg     Plywood     Plywood      Stone
## 2272         1979       Hip  WdShake     HdBoard     Plywood    BrkFace
## 2273         1984     Gable  CompShg     Plywood     Plywood    BrkFace
## 2274         1999     Gable  CompShg     MetalSd     MetalSd    BrkFace
## 2275         1971       Hip  CompShg     HdBoard     HdBoard    BrkFace
## 2276         1976     Gable  CompShg     Plywood     Plywood      Stone
## 2277         1974     Gable  CompShg     HdBoard     HdBoard       None
## 2278         1990     Gable  CompShg     MetalSd     MetalSd       None
## 2279         2002     Gable  CompShg     HdBoard     HdBoard    BrkFace
## 2280         1961     Gable  CompShg     MetalSd     MetalSd       None
## 2281         2001     Gable  CompShg     MetalSd     MetalSd       None
## 2282         1998     Gable  CompShg     MetalSd     MetalSd       None
## 2283         1973     Gable  CompShg     HdBoard     HdBoard    BrkFace
## 2284         1973     Gable  CompShg     HdBoard     HdBoard    BrkFace
## 2285         1978     Gable  CompShg     Plywood     Brk Cmn       None
## 2286         1966       Hip  CompShg     HdBoard     HdBoard    BrkFace
## 2287         2007       Hip  CompShg     VinylSd     VinylSd      Stone
## 2288         2007     Gable  CompShg     CemntBd     CmentBd      Stone
## 2289         2007     Gable  CompShg     VinylSd     VinylSd       None
## 2290         2007       Hip  CompShg     CemntBd     CmentBd    BrkFace
## 2291         2007       Hip  CompShg     VinylSd     VinylSd    BrkFace
## 2292         2006       Hip  CompShg     VinylSd     VinylSd    BrkFace
## 2293         2007       Hip  CompShg     VinylSd     VinylSd      Stone
## 2294         2006     Gable  CompShg     MetalSd     MetalSd    BrkFace
## 2295         2007       Hip  CompShg     CemntBd     CmentBd    BrkFace
## 2296         2008     Gable  CompShg     VinylSd     VinylSd       None
## 2297         2007     Gable  CompShg     VinylSd     VinylSd      Stone
## 2298         2006       Hip  CompShg     MetalSd     MetalSd      Stone
## 2299         2004     Gable  CompShg     VinylSd     VinylSd    BrkFace
## 2300         2003     Gable  CompShg     VinylSd     VinylSd    BrkFace
## 2301         2007       Hip  CompShg     VinylSd     VinylSd      Stone
## 2302         2006     Gable  CompShg     VinylSd     VinylSd    BrkFace
## 2303         2005     Gable  CompShg     VinylSd     VinylSd    BrkFace
## 2304         2007     Gable  CompShg     VinylSd     VinylSd       None
## 2305         2006     Gable  CompShg     VinylSd     VinylSd      Stone
## 2306         2006     Gable  CompShg     VinylSd     VinylSd      Stone
## 2307         2006     Gable  CompShg     VinylSd     VinylSd      Stone
## 2308         2006     Gable  CompShg     VinylSd     VinylSd      Stone
## 2309         2005       Hip  CompShg     MetalSd     MetalSd    BrkFace
## 2310         2006       Hip  CompShg     MetalSd     MetalSd    BrkFace
## 2311         2003     Gable  CompShg     VinylSd     Wd Shng      Stone
## 2312         2007     Gable  CompShg     VinylSd     VinylSd       None
## 2313         2006     Gable  CompShg     VinylSd     VinylSd       None
## 2314         2007     Gable  CompShg     VinylSd     VinylSd      Stone
## 2315         2006     Gable  CompShg     VinylSd     VinylSd       None
## 2316         2007     Gable  CompShg     VinylSd     VinylSd       None
## 2317         2005     Gable  CompShg     VinylSd     VinylSd       None
## 2318         2007     Gable  CompShg     VinylSd     VinylSd      Stone
## 2319         2007     Gable  CompShg     VinylSd     VinylSd      Stone
## 2320         2007     Gable  CompShg     VinylSd     VinylSd    BrkFace
## 2321         2003       Hip  CompShg     VinylSd     VinylSd    BrkFace
## 2322         2007     Gable  CompShg     VinylSd     VinylSd    BrkFace
## 2323         2005     Gable  CompShg     VinylSd     VinylSd       None
## 2324         2004     Gable  CompShg     VinylSd     VinylSd       None
## 2325         2006     Gable  CompShg     VinylSd     VinylSd       None
## 2326         2003     Gable  CompShg     VinylSd     VinylSd       None
## 2327         2003     Gable  CompShg     VinylSd     VinylSd    BrkFace
## 2328         2002     Gable  CompShg     VinylSd     VinylSd       None
## 2329         2000     Gable  CompShg     VinylSd     VinylSd       None
## 2330         2000     Gable  CompShg     VinylSd     VinylSd       None
## 2331         1998       Hip  CompShg     VinylSd     VinylSd    BrkFace
## 2332         1998     Gable  CompShg     MetalSd     MetalSd    BrkFace
## 2333         1999     Gable  CompShg     VinylSd     VinylSd       None
## 2334         1998     Gable  CompShg     VinylSd     VinylSd    BrkFace
## 2335         1993     Gable  CompShg     VinylSd     VinylSd    BrkFace
## 2336         1997     Gable  CompShg     VinylSd     VinylSd    BrkFace
## 2337         2007     Gable  CompShg     VinylSd     VinylSd       None
## 2338         2007     Gable  CompShg     VinylSd     VinylSd    BrkFace
## 2339         2006     Gable  CompShg     VinylSd     VinylSd    BrkFace
## 2340         2007       Hip  CompShg     CemntBd     CmentBd    BrkFace
## 2341         2007     Gable  CompShg     VinylSd     VinylSd       None
## 2342         2005     Gable  CompShg     VinylSd     VinylSd    BrkFace
## 2343         2006     Gable  CompShg     VinylSd     VinylSd    BrkFace
## 2344         2006     Gable  CompShg     VinylSd     VinylSd       None
## 2345         2006     Gable  CompShg     VinylSd     VinylSd       None
## 2346         2007     Gable  CompShg     VinylSd     VinylSd       None
## 2347         2007     Gable  CompShg     VinylSd     VinylSd       None
## 2348         2007     Gable  CompShg     VinylSd     VinylSd       None
## 2349         2007     Gable  CompShg     VinylSd     VinylSd       None
## 2350         2007       Hip  CompShg     WdShing     Wd Shng       None
## 2351         2007     Gable  CompShg     CemntBd     CmentBd       None
## 2352         2006     Gable  CompShg     VinylSd     VinylSd    BrkFace
## 2353         2004     Gable  CompShg     VinylSd     VinylSd    BrkFace
## 2354         2007     Gable  CompShg     VinylSd     VinylSd       None
## 2355         2006     Gable  CompShg     VinylSd     VinylSd       None
## 2356         2004     Gable  CompShg     VinylSd     VinylSd    BrkFace
## 2357         2006     Gable  CompShg     VinylSd     VinylSd    BrkFace
## 2358         1997     Gable  CompShg     VinylSd     VinylSd       None
## 2359         1980     Gable  CompShg     Plywood     Plywood       None
## 2360         1977     Gable  CompShg     Plywood     Plywood       None
## 2361         1968     Gable  CompShg     HdBoard     HdBoard       None
## 2362         1990     Gable  CompShg     HdBoard     HdBoard    BrkFace
## 2363         1974     Gable  CompShg     Plywood     Plywood    BrkFace
## 2364         2006     Gable  CompShg     CemntBd     CmentBd       None
## 2365         2004     Gable  CompShg     MetalSd     MetalSd       None
## 2366         2007     Gable  CompShg     VinylSd     VinylSd      Stone
## 2367         2007     Gable  CompShg     VinylSd     VinylSd      Stone
## 2368         2007     Gable  CompShg     VinylSd     VinylSd       None
## 2369         2007     Gable  CompShg     VinylSd     VinylSd       None
## 2370         1999     Gable  CompShg     MetalSd     MetalSd    BrkFace
## 2371         2000     Gable  CompShg     MetalSd     MetalSd    BrkFace
## 2372         2000     Gable  CompShg     CemntBd     CmentBd       None
## 2373         2004       Hip  CompShg     CemntBd     CmentBd       None
## 2374         1998     Gable  CompShg     VinylSd     VinylSd       None
## 2375         1995     Gable  CompShg     BrkFace     BrkFace       None
## 2376         1980       Hip  CompShg     VinylSd     MetalSd    BrkFace
## 2377         1981       Hip  CompShg     BrkFace     BrkFace       None
## 2378         1968     Gable  CompShg     MetalSd     MetalSd    BrkFace
## 2379         1970     Gable  CompShg     VinylSd     VinylSd    BrkFace
## 2380         1969     Gable  CompShg     HdBoard     HdBoard       None
## 2381         1968     Gable  CompShg     HdBoard     HdBoard    BrkFace
## 2382         1987       Hip  CompShg     Wd Sdng     Wd Sdng       None
## 2383         1993     Gable  CompShg     VinylSd     VinylSd    BrkFace
## 2384         1993     Gable  CompShg     MetalSd     MetalSd    BrkFace
## 2385         1966       Hip  CompShg     HdBoard     HdBoard       None
## 2386         1963     Gable  CompShg     HdBoard     HdBoard    BrkFace
## 2387         1993     Gable  CompShg     MetalSd     MetalSd       None
## 2388         1964     Gable  CompShg     HdBoard     HdBoard       None
## 2389         1956       Hip  CompShg     Wd Sdng     Wd Sdng       None
## 2390         1961       Hip  CompShg     Wd Sdng     Wd Sdng       None
## 2391         1961     Gable  CompShg     VinylSd     VinylSd    BrkFace
## 2392         1960       Hip  CompShg     CemntBd     CmentBd       None
## 2393         1966       Hip  CompShg     HdBoard     Plywood    BrkFace
## 2394         1965     Gable  CompShg     HdBoard     HdBoard    BrkFace
## 2395         1997     Gable  CompShg     MetalSd     MetalSd    BrkFace
## 2396         1964     Gable  CompShg     Wd Sdng     Plywood    BrkFace
## 2397         1991     Gable  CompShg     MetalSd     MetalSd    BrkFace
## 2398         1996     Gable  CompShg     Wd Sdng     HdBoard       None
## 2399         1950     Gable  CompShg     WdShing     Wd Shng       None
## 2400         1950     Gable  CompShg     MetalSd     MetalSd       None
## 2401         2000     Gable  CompShg     VinylSd     VinylSd       None
## 2402         1955       Hip  CompShg     HdBoard     HdBoard    BrkFace
## 2403         1968     Gable  CompShg     MetalSd     MetalSd       None
## 2404         1966     Gable  CompShg     HdBoard     HdBoard    BrkFace
## 2405         1961       Hip  CompShg     WdShing     Wd Shng    BrkFace
## 2406         1999     Gable  CompShg     VinylSd     VinylSd       None
## 2407         1956     Gable  CompShg     Wd Sdng     Wd Sdng     BrkCmn
## 2408         1963     Gable  CompShg     MetalSd     MetalSd       None
## 2409         1960       Hip  CompShg     HdBoard     HdBoard     BrkCmn
## 2410         1969     Gable  CompShg     Wd Sdng     Wd Sdng    BrkFace
## 2411         1957     Gable  CompShg     Wd Sdng     Wd Sdng       None
## 2412         1975     Gable  CompShg     VinylSd     VinylSd       None
## 2413         1955       Hip  CompShg     MetalSd     MetalSd       None
## 2414         2006     Gable  CompShg     VinylSd     MetalSd       None
## 2415         1958       Hip  CompShg     Wd Sdng     Wd Sdng      Stone
## 2416         1952       Hip  CompShg     Wd Sdng     Wd Sdng       None
## 2417         1953       Hip  CompShg     Wd Sdng     Wd Sdng       None
## 2418         2003     Gable  CompShg     VinylSd     VinylSd       None
## 2419         1955     Gable  CompShg     MetalSd     MetalSd       None
## 2420         1955     Gable  CompShg     MetalSd     MetalSd       None
## 2421         1953     Gable  CompShg     VinylSd     VinylSd       None
## 2422         1952     Gable  CompShg     Wd Sdng     Wd Sdng       None
## 2423         2006     Gable  CompShg     VinylSd     VinylSd       None
## 2424         2004     Gable  CompShg     MetalSd     MetalSd       None
## 2425         2007     Gable  CompShg     Wd Sdng     MetalSd       None
## 2426         1993     Gable  CompShg     MetalSd     MetalSd       None
## 2427         1999     Gable  CompShg     Wd Sdng     HdBoard       None
## 2428         1999     Gable  CompShg     Plywood     Plywood    BrkFace
## 2429         1961     Gable  CompShg     HdBoard     HdBoard    BrkFace
## 2430         1968     Gable  CompShg     Wd Sdng     Wd Sdng    BrkFace
## 2431         1950     Gable  CompShg     WdShing     Wd Shng       None
## 2432         2003       Hip  CompShg     BrkFace     BrkFace       None
## 2433         1958       Hip  CompShg     BrkFace     BrkFace       None
## 2434         1960       Hip  CompShg     BrkFace     BrkFace       None
## 2435         1960       Hip  CompShg     BrkFace     BrkFace       None
## 2436         1961     Gable  CompShg     BrkFace     Wd Sdng       None
## 2437         1962       Hip  CompShg     Wd Sdng     Wd Sdng       None
## 2438         1962     Gable  CompShg     HdBoard     HdBoard       None
## 2439         1980     Gable  CompShg     MetalSd     MetalSd       None
## 2440         1950     Gable  CompShg     MetalSd     MetalSd       None
## 2441         1950     Gable  CompShg     AsbShng     AsbShng       None
## 2442         1990     Gable  CompShg     MetalSd     MetalSd       None
## 2443         1950     Gable  CompShg     VinylSd     VinylSd      Stone
## 2444         2006     Gable  CompShg      Stucco      Stucco       None
## 2445         1950     Gable  CompShg     MetalSd     MetalSd       None
## 2446         1950     Gable  CompShg     MetalSd     MetalSd       None
## 2447         1999       Hip  CompShg     VinylSd     VinylSd       None
## 2448         1950   Gambrel  CompShg     Wd Sdng     Wd Sdng       None
## 2449         1950     Gable  CompShg     MetalSd     MetalSd       None
## 2450         1990     Gable  CompShg     Wd Sdng     Wd Sdng       None
## 2451         2005   Gambrel  CompShg     VinylSd     VinylSd       None
## 2452         1987     Gable  CompShg     Wd Sdng     Wd Sdng       None
## 2453         1956     Gable  CompShg     MetalSd     MetalSd       None
## 2454         2002     Gable  CompShg      Stucco     Wd Sdng       None
## 2455         1994     Gable  CompShg     MetalSd     MetalSd       None
## 2456         1950     Gable  CompShg     MetalSd     MetalSd       None
## 2457         1998     Gable  CompShg     MetalSd     MetalSd       None
## 2458         1950     Gable  CompShg     MetalSd     VinylSd       None
## 2459         1950     Gable  CompShg     AsbShng     AsbShng       None
## 2460         1950     Gable  CompShg     VinylSd     VinylSd       None
## 2461         1952     Gable  CompShg     Wd Sdng     Wd Sdng       None
## 2462         1992     Gable  CompShg     Wd Sdng     Wd Sdng       None
## 2463         1950     Gable  CompShg     Wd Sdng     Wd Sdng       None
## 2464         1995     Gable  CompShg     Wd Sdng     Wd Sdng       None
## 2465         1950     Gable  CompShg     Wd Sdng     Wd Shng       None
## 2466         1950     Gable  CompShg     HdBoard     HdBoard       None
## 2467         1990     Gable  CompShg     Wd Sdng     Wd Shng       None
## 2468         1950     Gable  CompShg     AsbShng     AsbShng       None
## 2469         1950     Gable  CompShg     AsbShng     AsbShng       None
## 2470         1963     Gable  CompShg     HdBoard     HdBoard    BrkFace
## 2471         2005     Gable  CompShg     VinylSd     VinylSd       None
## 2472         1950     Gable  CompShg     MetalSd     MetalSd       None
## 2473         1958     Gable  CompShg     MetalSd     MetalSd       None
## 2475         1980     Gable  CompShg     Wd Sdng     Wd Sdng       None
## 2476         1979     Gable  CompShg     Plywood     Plywood       None
## 2477         1963     Gable  CompShg     HdBoard     HdBoard       None
## 2478         1980     Gable  CompShg     HdBoard     HdBoard    BrkFace
## 2479         1964     Gable  CompShg     HdBoard     HdBoard       None
## 2480         2001       Hip  CompShg     HdBoard     HdBoard    BrkFace
## 2481         1966     Gable  CompShg     HdBoard     HdBoard    BrkFace
## 2482         1990     Gable  CompShg     HdBoard     HdBoard       None
## 2483         1968     Gable  CompShg     HdBoard     HdBoard    BrkFace
## 2484         1967     Gable  CompShg     MetalSd     MetalSd    BrkFace
## 2485         1966     Gable  CompShg     Plywood     Plywood       None
## 2486         1998       Hip  CompShg     BrkFace     BrkFace       None
## 2487         1996     Gable  CompShg     Wd Sdng     Wd Sdng    BrkFace
## 2488         1998     Gable  CompShg     Wd Sdng     Wd Sdng       None
## 2489         1995     Gable  CompShg     VinylSd     VinylSd       None
## 2491         1950     Gable  CompShg     Wd Sdng     Wd Sdng       None
## 2492         1984       Hip  CompShg     Wd Sdng     Wd Sdng    BrkFace
## 2493         2005       Hip  CompShg     Wd Sdng     Wd Sdng       None
## 2494         1953     Gable  CompShg     MetalSd     MetalSd       None
## 2495         1950     Gable  CompShg     Wd Sdng     Wd Sdng       None
## 2496         1994       Hip  CompShg     MetalSd     MetalSd      Stone
## 2497         1954     Gable  CompShg     Wd Sdng     Wd Sdng       None
## 2498         1958     Gable  CompShg     MetalSd     MetalSd       None
## 2499         1994     Gable  CompShg     HdBoard     HdBoard       None
## 2500         1984     Gable  CompShg     Wd Sdng     Wd Sdng    BrkFace
## 2501         1951     Gable  CompShg     Wd Sdng     Wd Sdng       None
## 2502         1994     Gable  CompShg     Wd Sdng     Wd Sdng       None
## 2503         1950   Gambrel  CompShg     MetalSd     MetalSd       None
## 2504         1984     Gable  CompShg     Wd Sdng     Wd Sdng       None
## 2505         2001     Gable  CompShg     VinylSd     VinylSd       None
## 2506         2007     Gable  CompShg     VinylSd     VinylSd      Stone
## 2507         2007       Hip  CompShg     CemntBd     CmentBd       None
## 2508         2007     Gable  CompShg     VinylSd     VinylSd      Stone
## 2509         2006     Gable  CompShg     VinylSd     VinylSd    BrkFace
## 2510         2006     Gable  CompShg     VinylSd     VinylSd    BrkFace
## 2511         2006     Gable  CompShg     VinylSd     VinylSd       None
## 2512         2006     Gable  CompShg     VinylSd     VinylSd       None
## 2513         1988     Gable  CompShg     HdBoard     HdBoard    BrkFace
## 2514         1976      Shed  WdShngl     Wd Sdng     Wd Sdng       None
## 2515         1994     Gable  CompShg     VinylSd     VinylSd       None
## 2516         2006     Gable  CompShg     VinylSd     VinylSd       None
## 2517         1994     Gable  CompShg     VinylSd     VinylSd       None
## 2518         1996     Gable  CompShg     VinylSd     VinylSd       None
## 2519         1999     Gable  CompShg     VinylSd     VinylSd       None
## 2520         1999     Gable  CompShg     VinylSd     VinylSd    BrkFace
## 2521         2001     Gable  CompShg     VinylSd     VinylSd       None
## 2522         2000     Gable  CompShg     VinylSd     VinylSd    BrkFace
## 2523         1974     Gable  CompShg     HdBoard     HdBoard       None
## 2524         1976     Gable  CompShg     VinylSd     VinylSd    BrkFace
## 2525         1977     Gable  CompShg     Plywood     VinylSd    BrkFace
## 2526         1977     Gable  CompShg     CemntBd     CmentBd       None
## 2527         1977     Gable  CompShg     HdBoard     HdBoard       None
## 2528         1975       Hip  CompShg     HdBoard     HdBoard       None
## 2529         2000     Gable  CompShg     VinylSd     VinylSd       None
## 2530         2006     Gable  CompShg     Plywood     Plywood       None
## 2531         2000     Gable  CompShg     VinylSd     VinylSd       None
## 2532         2003     Gable  CompShg     VinylSd     VinylSd       None
## 2533         2002     Gable  CompShg     VinylSd     VinylSd    BrkFace
## 2534         1995       Hip  CompShg     HdBoard     HdBoard    BrkFace
## 2535         2001     Gable  CompShg     VinylSd     VinylSd    BrkFace
## 2536         2002     Gable  CompShg     VinylSd     VinylSd    BrkFace
## 2537         2000     Gable  CompShg     VinylSd     VinylSd    BrkFace
## 2538         2007     Gable  CompShg     VinylSd     VinylSd       None
## 2539         2005     Gable  CompShg     VinylSd     VinylSd       None
## 2540         2007     Gable  CompShg     VinylSd     VinylSd       None
## 2541         2006     Gable  CompShg     VinylSd     VinylSd       None
## 2542         2005     Gable  CompShg     VinylSd     VinylSd       None
## 2543         1967     Gable  CompShg     HdBoard     HdBoard    BrkFace
## 2544         1963     Gable  CompShg     VinylSd     VinylSd      Stone
## 2545         1950     Gable  CompShg     VinylSd     VinylSd       None
## 2546         1960       Hip  CompShg     HdBoard     HdBoard      Stone
## 2547         1976     Gable  CompShg     HdBoard     Plywood       None
## 2548         1979     Gable  CompShg     Plywood     Plywood       None
## 2549         2006     Gable  CompShg     VinylSd     VinylSd       None
## 2550         2009       Hip  CompShg     CemntBd     CmentBd      Stone
## 2551         2005     Gable  CompShg     VinylSd     VinylSd      Stone
## 2552         2000     Gable  CompShg     WdShing     Wd Shng       None
## 2553         1955     Gable  CompShg     AsbShng     Plywood     BrkCmn
## 2554         1950     Gable  CompShg     Plywood     Plywood       None
## 2555         1995     Gable  CompShg     Wd Sdng     Wd Sdng       None
## 2556         1955     Gable  CompShg     MetalSd     MetalSd       None
## 2557         1955     Gable  CompShg     WdShing     Plywood       None
## 2558         1950       Hip  CompShg     Wd Sdng     Plywood       None
## 2559         1950       Hip  CompShg      Stucco     Plywood       None
## 2560         2005     Gable  CompShg     Wd Sdng     Wd Sdng       None
## 2561         1995     Gable  CompShg     Wd Sdng     Wd Sdng       None
## 2562         1950     Gable  CompShg     VinylSd     VinylSd       None
## 2563         1991     Gable  CompShg     Wd Sdng     Wd Sdng       None
## 2564         1992     Gable  CompShg     VinylSd     VinylSd       None
## 2565         1951     Gable  CompShg     Wd Sdng     Wd Sdng       None
## 2566         2003     Gable  CompShg     AsbShng     CmentBd       None
## 2567         1950     Gable  CompShg     VinylSd     VinylSd       None
## 2568         1960     Gable  CompShg     Wd Sdng     MetalSd    BrkFace
## 2569         1968       Hip  CompShg     HdBoard     BrkFace       None
## 2570         1980     Gable  CompShg     MetalSd     MetalSd       None
## 2571         1996     Gable  CompShg     VinylSd     VinylSd       None
## 2572         1988     Gable  CompShg     HdBoard     HdBoard       None
## 2573         1971     Gable  CompShg     Plywood     Plywood    BrkFace
## 2574         1986     Gable  CompShg     WdShing     Plywood       None
## 2575         1950     Gable  CompShg     Wd Sdng     Wd Sdng       None
## 2576         2003     Gable  CompShg     VinylSd     VinylSd       None
## 2578         1950     Gable  CompShg      Stucco      Stucco       None
## 2579         1950     Gable  CompShg     MetalSd     MetalSd       None
## 2580         2006     Gable  CompShg     VinylSd     VinylSd       None
## 2581         1980     Gable  CompShg     MetalSd     MetalSd       None
## 2582         2007       Hip  CompShg     MetalSd     MetalSd       None
## 2583         2007       Hip  CompShg     CemntBd     CmentBd      Stone
## 2584         1979     Gable  CompShg     HdBoard     Wd Shng       None
## 2585         2002     Gable  CompShg     VinylSd     VinylSd    BrkFace
## 2586         2002     Gable  CompShg     VinylSd     VinylSd       None
## 2587         1992     Gable  CompShg     HdBoard     HdBoard       None
## 2588         1975     Gable  CompShg     Plywood     Plywood      Stone
## 2589         1974     Gable  CompShg     Plywood     Plywood       None
## 2590         1987     Gable  CompShg     VinylSd     VinylSd    BrkFace
## 2591         1995       Hip  CompShg     HdBoard     HdBoard    BrkFace
## 2592         2007     Gable  CompShg     VinylSd     VinylSd       None
## 2593         2007       Hip  CompShg     VinylSd     VinylSd       None
## 2594         1985     Gable  CompShg     Plywood     Plywood       None
## 2595         2001     Gable  CompShg     VinylSd     VinylSd    BrkFace
## 2596         2002       Hip  CompShg     VinylSd     VinylSd    BrkFace
## 2597         1996     Gable  CompShg     VinylSd     VinylSd    BrkFace
## 2598         2004     Gable  CompShg     VinylSd     VinylSd    BrkFace
## 2599         2007       Hip  CompShg     MetalSd     MetalSd    BrkFace
## 2600         1953     Gable  CompShg     MetalSd     MetalSd       None
## 2601         1997     Gable  CompShg     VinylSd     VinylSd    BrkFace
## 2602         1972     Gable  CompShg     CemntBd     CmentBd       None
## 2603         1970     Gable  CompShg     CemntBd     CmentBd       None
## 2604         1970     Gable  CompShg     CemntBd     CmentBd    BrkFace
## 2605         1976     Gable  CompShg     CemntBd     CmentBd       None
## 2606         1977     Gable  CompShg     Plywood     Plywood    BrkFace
## 2607         1977     Gable  CompShg     HdBoard     Plywood       None
## 2608         1994     Gable  CompShg     Plywood     Plywood       None
## 2609         1977     Gable  CompShg     Plywood     Plywood       None
## 2610         1971     Gable  CompShg     Wd Sdng     HdBoard       None
## 2611         1961      Shed  CompShg     Plywood     Plywood       None
## 2612         2003     Gable  CompShg     Plywood     Plywood       None
## 2613         1983     Gable  CompShg     HdBoard     HdBoard       None
## 2614         1984     Gable  CompShg     Plywood     HdBoard       None
## 2615         1954       Hip  CompShg     Wd Sdng     Wd Sdng      Stone
## 2616         1956       Hip  CompShg     VinylSd     VinylSd    BrkFace
## 2617         1957     Gable  CompShg     Wd Sdng     Wd Sdng      Stone
## 2618         1957     Gable  CompShg     Wd Sdng     Wd Sdng      Stone
## 2619         1969     Gable  CompShg     HdBoard     HdBoard    BrkFace
## 2620         1998     Gable  CompShg     VinylSd     VinylSd       None
## 2621         1995     Gable  CompShg     HdBoard     HdBoard       None
## 2622         1996     Gable  CompShg     HdBoard     HdBoard       None
## 2623         2005     Gable  CompShg     VinylSd     VinylSd    BrkFace
## 2624         2006     Gable  CompShg     VinylSd     VinylSd    BrkFace
## 2625         1994     Gable  CompShg     CemntBd     CmentBd       None
## 2626         1994     Gable  CompShg     HdBoard     HdBoard    BrkFace
## 2627         1987     Gable  CompShg     HdBoard     HdBoard       None
## 2628         2006       Hip  CompShg     VinylSd     VinylSd    BrkFace
## 2629         2006       Hip  CompShg     CemntBd     CmentBd    BrkFace
## 2630         2006       Hip  CompShg     VinylSd     VinylSd    BrkFace
## 2631         2006       Hip  CompShg     VinylSd     VinylSd      Stone
## 2632         2006       Hip  CompShg     VinylSd     VinylSd    BrkFace
## 2633         2005       Hip  CompShg     MetalSd     MetalSd    BrkFace
## 2634         2005       Hip  CompShg     VinylSd     VinylSd    BrkFace
## 2635         1980     Gable  CompShg     HdBoard     HdBoard    BrkFace
## 2636         1978     Gable  CompShg     Plywood     Plywood    BrkFace
## 2637         1976     Gable  CompShg     VinylSd     Wd Shng      Stone
## 2638         2006     Gable  CompShg     VinylSd     VinylSd       None
## 2639         2000     Gable  CompShg     Plywood     Plywood    BrkFace
## 2640         1974     Gable  CompShg     HdBoard     Plywood    BrkFace
## 2641         1971     Gable  CompShg     HdBoard     HdBoard       None
## 2642         2002     Gable  CompShg     MetalSd     MetalSd       None
## 2643         1973     Gable  CompShg     HdBoard     HdBoard    BrkFace
## 2644         1973     Gable  CompShg     HdBoard     HdBoard    BrkFace
## 2645         1972     Gable  CompShg     HdBoard     HdBoard    BrkFace
## 2646         1972     Gable  CompShg     HdBoard     HdBoard    BrkFace
## 2647         1972     Gable  CompShg     HdBoard     HdBoard    BrkFace
## 2648         1975     Gable  CompShg     Plywood     Plywood       None
## 2649         1975       Hip  CompShg     MetalSd     MetalSd       None
## 2650         1976     Gable  CompShg     Plywood     Brk Cmn       None
## 2651         1976     Gable  CompShg     Plywood     Brk Cmn       None
## 2652         2006       Hip  CompShg     VinylSd     VinylSd      Stone
## 2653         2004     Gable  CompShg     VinylSd     VinylSd    BrkFace
## 2654         2006       Hip  CompShg     VinylSd     VinylSd      Stone
## 2655         2005       Hip  CompShg     VinylSd     VinylSd    BrkFace
## 2656         2006       Hip  CompShg     VinylSd     VinylSd    BrkFace
## 2657         2006     Gable  CompShg     MetalSd     MetalSd    BrkFace
## 2658         2006     Gable  CompShg     CemntBd     CmentBd       None
## 2659         2006     Gable  CompShg     VinylSd     VinylSd       None
## 2660         2006       Hip  CompShg     MetalSd     MetalSd    BrkFace
## 2661         2006     Gable  CompShg     VinylSd     VinylSd    BrkFace
## 2662         2005       Hip  CompShg     MetalSd     MetalSd    BrkFace
## 2663         2004     Gable  CompShg     VinylSd     VinylSd    BrkFace
## 2664         2005       Hip  CompShg     MetalSd     MetalSd    BrkFace
## 2665         2006       Hip  CompShg     MetalSd     MetalSd    BrkFace
## 2666         2006       Hip  CompShg     MetalSd     MetalSd    BrkFace
## 2667         2006     Gable  CompShg     VinylSd     VinylSd       None
## 2668         2006     Gable  CompShg     VinylSd     VinylSd       None
## 2669         2006     Gable  CompShg     VinylSd     VinylSd       None
## 2670         2005     Gable  CompShg     VinylSd     VinylSd    BrkFace
## 2671         2006     Gable  CompShg     VinylSd     VinylSd       None
## 2672         2006     Gable  CompShg     VinylSd     VinylSd    BrkFace
## 2673         2002     Gable  CompShg     VinylSd     VinylSd    BrkFace
## 2674         2004       Hip  CompShg     VinylSd     VinylSd    BrkFace
## 2675         2006     Gable  CompShg     VinylSd     VinylSd    BrkFace
## 2676         2005     Gable  CompShg     VinylSd     VinylSd       None
## 2677         2000     Gable  CompShg     VinylSd     VinylSd       None
## 2678         2006     Gable  CompShg     VinylSd     VinylSd       None
## 2679         1998     Gable  CompShg     VinylSd     VinylSd    BrkFace
## 2680         2000     Gable  CompShg     VinylSd     VinylSd    BrkFace
## 2681         2000     Gable  CompShg     VinylSd     VinylSd    BrkFace
## 2682         1995       Hip  CompShg     VinylSd     VinylSd    BrkFace
## 2683         1994       Hip  CompShg     MetalSd     MetalSd    BrkFace
## 2684         1995     Gable  CompShg     VinylSd     VinylSd    BrkFace
## 2685         1993     Gable  CompShg     HdBoard     ImStucc    BrkFace
## 2686         2006     Gable  CompShg     CemntBd     CmentBd      Stone
## 2687         2006     Gable  CompShg     VinylSd     VinylSd       None
## 2688         2006     Gable  CompShg     VinylSd     VinylSd    BrkFace
## 2689         2006     Gable  CompShg     VinylSd     VinylSd       None
## 2690         2006     Gable  CompShg     VinylSd     VinylSd       None
##      MasVnrArea ExterQual ExterCond Foundation BsmtQual BsmtCond BsmtExposure
## 1461          0        TA        TA     CBlock       TA       TA           No
## 1462        108        TA        TA     CBlock       TA       TA           No
## 1463          0        TA        TA      PConc       Gd       TA           No
## 1464         20        TA        TA      PConc       TA       TA           No
## 1465          0        Gd        TA      PConc       Gd       TA           No
## 1466          0        TA        TA      PConc       Gd       TA           No
## 1467          0        TA        Gd      PConc       Gd       TA           No
## 1468          0        TA        TA      PConc       Gd       TA           No
## 1469          0        TA        TA      PConc       Gd       TA           Gd
## 1470          0        TA        TA     CBlock       TA       TA           No
## 1471          0        Gd        TA      PConc       Gd       TA           No
## 1472        504        TA        TA     CBlock       TA       TA           No
## 1473        492        TA        TA     CBlock       TA       TA           No
## 1474          0        TA        TA     CBlock       TA       TA           No
## 1475          0        TA        TA     CBlock       Gd       TA           No
## 1476        162        Ex        TA      PConc       Ex       TA           No
## 1477        256        Gd        TA      PConc       Gd       TA           No
## 1478        615        Gd        TA      PConc       Ex       TA           No
## 1479        240        Gd        TA      PConc       Ex       TA           No
## 1480       1095        Ex        TA      PConc       Ex       TA           Gd
## 1481        232        Gd        TA      PConc       Gd       TA           Gd
## 1482        178        Gd        TA      PConc       Gd       TA           Mn
## 1483          0        Gd        TA      PConc       Gd       TA           No
## 1484         14        Gd        TA      PConc       Gd       TA           Av
## 1485          0        Gd        TA      PConc       Gd       TA           No
## 1486          0        Gd        TA      PConc       Gd       TA           No
## 1487        114        Gd        TA      PConc       Ex       TA           No
## 1488        226        Gd        TA      PConc       Gd       TA         None
## 1489          0        Gd        TA      PConc       Gd       TA           No
## 1490          0        Gd        TA      PConc       Ex       TA           No
## 1491        122        Gd        TA      PConc       Gd       TA           Av
## 1492          0        TA        Fa     BrkTil       TA       TA           No
## 1493        250        TA        Gd     CBlock       TA       TA           Gd
## 1494        504        Gd        TA      PConc       Gd       TA           No
## 1495        180        Gd        TA      PConc       Gd       TA           No
## 1496          0        Gd        TA      PConc       Ex       TA           Av
## 1497          0        Gd        TA      PConc       Gd       TA           No
## 1498        120        Gd        TA      PConc       Gd       TA           Av
## 1499          0        Gd        TA      PConc       Gd       TA           No
## 1500        216        Gd        TA      PConc       Gd       TA           No
## 1501       1159        Gd        TA      PConc       Gd       TA           No
## 1502          0        Gd        TA      PConc       Gd       TA           No
## 1503          0        Gd        TA      PConc       Ex       Po           No
## 1504          0        Gd        TA      PConc       Gd       TA           No
## 1505          0        Gd        TA      PConc       Gd       TA           No
## 1506        120        TA        TA     CBlock       TA       TA           No
## 1507          0        TA        TA      PConc       Gd       TA           Mn
## 1508          0        TA        TA      PConc       Gd       TA           Mn
## 1509          0        TA        TA     CBlock       TA       TA           No
## 1510        172        TA        TA     CBlock       TA       TA           No
## 1511          0        TA        TA      PConc       Gd       TA           No
## 1512        268        TA        TA     CBlock       TA       TA           No
## 1513          0        TA        TA     CBlock       TA       TA           No
## 1514        144        TA        TA     CBlock       TA       TA           No
## 1515        265        Gd        TA     CBlock       TA       TA           No
## 1516        340        TA        Gd     CBlock       TA       TA           No
## 1517        216        TA        TA     CBlock       TA       TA           Gd
## 1518          0        TA        TA     CBlock       TA       TA           No
## 1519        506        Gd        TA      PConc       Gd       TA           No
## 1520        150        TA        TA     CBlock       TA       TA           No
## 1521         91        TA        TA     CBlock       TA       TA           No
## 1522        432        TA        TA     CBlock       TA       TA           No
## 1523          0        TA        TA     CBlock       TA       TA           No
## 1524          0        TA        TA     CBlock       TA       TA           No
## 1525          0        TA        Gd     CBlock       TA       TA           No
## 1526          0        TA        TA     CBlock       TA       TA           Av
## 1527          0        TA        TA     BrkTil       TA       TA           No
## 1528          0        TA        TA     CBlock       TA       TA           No
## 1529          0        TA        TA     CBlock       TA       TA           No
## 1530        218        TA        TA     CBlock       TA       TA           Gd
## 1531        771        TA        TA      PConc       TA       TA           No
## 1532          0        TA        TA      PConc       TA       TA           No
## 1533          0        TA        TA     CBlock       TA       TA           Mn
## 1534          0        TA        TA      PConc       Gd       TA           No
## 1535          0        TA        Gd     BrkTil       TA       TA           No
## 1536          0        TA        TA     BrkTil       TA       TA           No
## 1537          0        TA        Fa     BrkTil       Fa       Fa           No
## 1538          0        Gd        Gd     BrkTil       TA       TA           No
## 1539          0        Gd        Gd      Stone       Fa       Fa           No
## 1540          0        TA        Fa     BrkTil       TA       TA           Mn
## 1541          0        TA        TA     CBlock       Fa       TA           No
## 1542          0        TA        Gd     CBlock       TA       TA           No
## 1543          0        TA        TA     BrkTil       Gd       TA           No
## 1544          0        TA        TA     BrkTil       TA       TA           No
## 1545          0        TA        TA     BrkTil       TA       Gd           No
## 1546          0        TA        Gd     CBlock       TA       TA           No
## 1547        300        TA        TA     CBlock       TA       TA           No
## 1548          0        TA        TA     CBlock       TA       TA           No
## 1549          0        TA        TA     CBlock       TA       Fa           No
## 1550          0        TA        TA     BrkTil       TA       TA           No
## 1551          0        TA        TA     BrkTil       Fa       Fa           No
## 1552          0        TA        Fa     CBlock       TA       TA           No
## 1553          0        Gd        Gd      PConc       TA       TA           No
## 1554          0        TA        Gd     BrkTil       TA       TA           No
## 1555         90        TA        TA     CBlock       Gd       TA           No
## 1557          0        Fa        Fa     BrkTil       TA       TA           No
## 1558          0        TA        TA     CBlock       Fa       TA           No
## 1559          0        TA        TA     CBlock       TA       TA           No
## 1560          0        TA        Gd     BrkTil       TA       TA           Mn
## 1561         72        Fa        Fa     CBlock       TA       TA           No
## 1562         47        TA        TA     CBlock       TA       TA           Mn
## 1563          0        TA        TA     CBlock       TA       TA           No
## 1564          0        TA        TA     CBlock       Gd       TA           Av
## 1565          0        TA        Gd     CBlock       TA       Gd           No
## 1566          0        Gd        Gd     CBlock       Gd       TA           Gd
## 1567          0        TA        TA     BrkTil       Fa       TA           No
## 1568        288        TA        TA      PConc       Gd       TA           Av
## 1569          0        TA        TA     CBlock       TA       TA           Mn
## 1570          0        TA        TA     CBlock       TA       TA           No
## 1571          0        TA        TA     CBlock       TA       Fa           No
## 1572          0        TA        TA     CBlock       TA       TA           Av
## 1573         96        Gd        TA      PConc       Gd       TA           Gd
## 1574          0        TA        Fa     CBlock       TA       TA           Mn
## 1575        177        Gd        TA     CBlock       Gd       TA           Gd
## 1576         85        Gd        Gd      PConc       Gd       TA           No
## 1577         80        Gd        TA      PConc       Gd       TA           No
## 1578          0        TA        TA      PConc       Fa       Gd           No
## 1579          0        TA        Gd      PConc       Gd       Fa           Av
## 1580          0        TA        TA      PConc       Gd       TA           No
## 1581          0        Gd        Gd     CBlock       Gd       TA           No
## 1582          0        TA        TA     CBlock       TA       TA           Av
## 1583        320        Gd        TA      PConc       Gd       TA           No
## 1584          0        Gd        TA      PConc       Gd       TA           No
## 1585        170        Gd        TA      PConc       Gd       TA           Av
## 1586          0        TA        Gd     CBlock     None     None         None
## 1587          0        TA        Gd     CBlock       Fa       TA           No
## 1588          0        TA        TA     CBlock       Gd       TA           Gd
## 1589          0        TA        TA     CBlock       TA       TA           No
## 1590          0        TA        TA     CBlock       TA       TA           Av
## 1591          0        TA        TA     CBlock       TA       TA           No
## 1592        203        TA        TA     BrkTil       TA       TA           Mn
## 1593          0        TA        TA     CBlock       TA       TA           No
## 1594          0        TA        TA       Slab     None     None         None
## 1595          0        TA        TA      PConc       TA       Fa           No
## 1596        371        Gd        Gd     BrkTil       Gd       TA           No
## 1597        430        TA        Gd     CBlock       TA       TA           No
## 1598         44        TA        TA      PConc       Gd       TA           No
## 1599          0        Gd        TA     CBlock       Gd       TA           Gd
## 1600          0        Gd        TA     CBlock       Gd       TA           Av
## 1601          0        TA        TA     BrkTil       TA       TA           No
## 1602          0        TA        TA     BrkTil       TA       TA           Mn
## 1603          0        Fa        Fa     CBlock       TA       TA           No
## 1604        186        Gd        TA      PConc       Ex       TA           Gd
## 1605          0        Gd        TA      PConc       Gd       TA           No
## 1606          0        TA        TA     CBlock       TA       TA           No
## 1607          0        TA        TA     CBlock       TA       TA           No
## 1608         60        Gd        TA      PConc       Gd       TA           No
## 1609          0        Gd        TA      PConc       Gd       TA           No
## 1610          0        TA        TA      PConc       Gd       TA           No
## 1611          0        TA        TA     CBlock       TA       TA           No
## 1612          0        TA        TA      PConc       Ex       TA           Av
## 1613          0        TA        TA      PConc       Gd       TA           No
## 1614          0        TA        TA     CBlock       Gd       TA           Gd
## 1615          0        TA        TA     CBlock       TA       TA           No
## 1616          0        TA        TA     CBlock       TA       TA           No
## 1617          0        TA        TA     CBlock       TA       TA           No
## 1618          0        TA        Gd     CBlock       TA       TA           No
## 1619          0        TA        TA     CBlock       Gd       TA           Mn
## 1620          0        TA        Po      PConc       TA       TA           No
## 1621          0        TA        TA      PConc       Gd       TA           No
## 1622          0        TA        TA     CBlock       TA       TA           Av
## 1623          0        Gd        Gd      PConc       Gd       Gd           Gd
## 1624          0        Gd        Gd      PConc       Gd       TA           Mn
## 1625          0        TA        TA     CBlock       Fa       Fa           No
## 1626        440        TA        TA     CBlock       TA       TA           No
## 1627          0        TA        TA      PConc       Gd       TA           No
## 1628        188        Gd        TA      PConc       Gd       TA           Gd
## 1629         32        TA        TA      PConc       Gd       TA           No
## 1630          0        Gd        TA      PConc       Ex       TA           Av
## 1631          0        TA        TA      PConc       Gd       TA           Av
## 1632          0        Gd        TA      PConc       Gd       TA           No
## 1633          0        Gd        TA      PConc       Gd       TA           No
## 1634          0        Gd        TA      PConc       Gd       TA           No
## 1635          0        TA        TA      PConc       Gd       TA           No
## 1636         45        TA        TA      PConc       Gd       TA           No
## 1637        157        TA        TA      PConc       Gd       TA           No
## 1638        256        TA        TA     CBlock       Gd       TA           No
## 1639        101        TA        TA      PConc       TA       TA           No
## 1640        229        TA        TA     CBlock       Gd       TA           No
## 1641        144        TA        TA      PConc       TA       TA           No
## 1642          0        Gd        TA      PConc       Gd       TA           Mn
## 1643          0        Gd        TA      PConc       Gd       TA           No
## 1644          0        Gd        TA      PConc       Gd       TA           No
## 1645        161        TA        TA     CBlock       Gd       TA           Av
## 1646        196        TA        TA     CBlock       TA       TA           No
## 1647          0        TA        TA     CBlock       TA       TA           No
## 1648          0        TA        TA     CBlock       TA       TA           No
## 1649        178        TA        TA     CBlock       Gd       TA           No
## 1650          0        TA        TA     CBlock       TA       TA           No
## 1651          0        TA        Gd     CBlock       TA       TA           No
## 1652        504        TA        TA     CBlock       TA       TA           No
## 1653        425        TA        TA     CBlock       TA       TA           No
## 1654          0        TA        TA     CBlock       Gd       TA           No
## 1655          0        TA        TA     CBlock       Gd       TA           No
## 1656          0        TA        TA     CBlock       Gd       TA           No
## 1657          0        TA        TA     CBlock       Gd       TA           No
## 1658          0        Gd        TA     CBlock       Gd       TA           No
## 1659          0        TA        TA     CBlock       TA       TA           No
## 1660        165        Gd        TA      PConc       TA       TA           No
## 1661        726        Ex        TA      PConc       Ex       TA           No
## 1662          0        Gd        TA      PConc       Ex       TA           No
## 1663        450        Ex        TA      PConc       Ex       TA           Av
## 1664        472        Ex        TA      PConc       Ex       TA           Gd
## 1665        302        Ex        TA      PConc       Ex       TA           No
## 1666        238        Gd        TA      PConc       Ex       TA           Gd
## 1667         20        Gd        TA      PConc       Ex       TA           Av
## 1668        284        Ex        TA      PConc       Ex       TA           Mn
## 1669        122        Gd        TA      PConc       Ex       Gd           Av
## 1670        285        Ex        TA      PConc       Ex       TA           No
## 1671        418        Gd        TA      PConc       Gd       TA           No
## 1672        724        Gd        TA      PConc       Ex       TA           No
## 1673        186        Gd        TA      PConc       Gd       TA           No
## 1674        383        Gd        TA      PConc       Gd       TA           No
## 1675        240        Gd        TA      PConc       Gd       TA           Av
## 1676        135        Gd        TA      PConc       Gd       TA           Av
## 1677        176        Gd        TA      PConc       Gd       TA           No
## 1678        730        Ex        TA      PConc       Ex       TA           Gd
## 1679        470        Gd        TA      PConc       Ex       TA           Gd
## 1680        308        Ex        TA      PConc       Ex       TA           No
## 1681        500        Ex        TA      PConc       Ex       TA           No
## 1682        270        Gd        TA      PConc       Ex       TA           Gd
## 1683        163        Gd        TA      PConc       Gd       TA           No
## 1684          0        Gd        TA      PConc       Gd       Gd           No
## 1685          0        Gd        TA      PConc       Gd       TA           Av
## 1686         16        Gd        TA      PConc       Gd       TA           Av
## 1687          0        Gd        TA      PConc       Gd       TA           Mn
## 1688        200        Gd        TA      PConc       Gd       TA           No
## 1689          0        Gd        TA      PConc       Gd       TA           Mn
## 1690          0        Gd        TA      PConc       Gd       TA           No
## 1691          0        Gd        TA      PConc       Gd       TA           No
## 1692       None        Gd        TA      PConc       Ex       TA           No
## 1693          0        Gd        TA      PConc       Gd       TA           Mn
## 1694          0        TA        TA      PConc       Gd       TA           No
## 1695          0        TA        TA      PConc       Gd       TA           No
## 1696        210        Gd        TA      PConc       Gd       TA           No
## 1697          0        TA        TA      PConc       TA       TA           No
## 1698        150        Gd        TA      PConc       Gd       TA           Mn
## 1699        634        Gd        TA      PConc       Gd       TA           Av
## 1700        286        Gd        TA      PConc       Gd       TA           No
## 1701        372        Gd        TA      PConc       Gd       TA           No
## 1702        240        Gd        TA      PConc       Gd       TA           Mn
## 1703        294        Gd        TA      PConc       Gd       TA           No
## 1704        260        Gd        TA      PConc       Gd       TA           Av
## 1705        206        Gd        TA      PConc       Ex       TA           Av
## 1706        198        Ex        TA      PConc       Ex       TA           Gd
## 1707       None        Gd        TA      PConc       Ex       TA           No
## 1708          0        Gd        TA      PConc       Gd       TA           No
## 1709        120        Gd        TA      PConc       Gd       TA           Av
## 1710        238        Gd        TA      PConc       Gd       TA           No
## 1711        121        Gd        TA      PConc       Ex       Gd           No
## 1712        288        Gd        TA      PConc       Gd       TA           No
## 1713          0        Gd        TA      PConc       Gd       TA           No
## 1714          0        Gd        TA      PConc       Gd       TA           No
## 1715          0        Gd        TA      PConc       Gd       TA           No
## 1716          0        Gd        TA      PConc       Gd       TA           No
## 1717          0        Gd        TA      PConc       Gd       Gd           No
## 1718          0        TA        TA      PConc       Gd       TA           No
## 1719          0        Gd        TA      PConc       Gd       TA           Gd
## 1720        264        Gd        TA      PConc       Gd       TA           Gd
## 1721          0        Gd        TA      PConc       Gd       TA           No
## 1722          0        TA        TA      PConc       Gd       TA           No
## 1723          0        TA        TA      PConc       Gd       TA           No
## 1724        140        Gd        TA      PConc       Gd       TA           No
## 1725        132        Gd        TA      PConc       Gd       TA           No
## 1726          0        Gd        Gd      PConc       Gd       Gd           No
## 1727          0        Gd        TA      PConc       Gd       TA           No
## 1728          0        Gd        TA      PConc       Gd       TA           No
## 1729        141        TA        Gd     CBlock       Gd       TA           No
## 1730          0        TA        TA       Slab     None     None         None
## 1731          0        TA        TA     CBlock       TA       TA           No
## 1732          0        TA        TA     CBlock       TA       TA           No
## 1733          0        TA        TA     CBlock       TA       TA           No
## 1734          0        TA        TA     CBlock       TA       TA           No
## 1735          0        Gd        Gd     CBlock       TA       TA           No
## 1736         60        TA        TA     CBlock       TA       TA           No
## 1737        115        Gd        Gd     CBlock       Gd       Gd           Gd
## 1738        196        Gd        Gd      PConc       Gd       TA           No
## 1739          0        Gd        TA      PConc       Gd       TA           No
## 1740        280        Gd        TA      PConc       Gd       TA           No
## 1741        252        Gd        TA      PConc       Gd       TA           No
## 1742        513        Gd        TA      PConc       Gd       TA           No
## 1743        218        Gd        TA      PConc       Gd       TA           No
## 1744        450        Ex        Ex     CBlock       Gd       Gd           Gd
## 1745          0        Gd        TA     CBlock       Gd       TA           Mn
## 1746        200        Gd        Gd     CBlock       TA       TA           No
## 1747          0        TA        TA     CBlock       TA       TA           Mn
## 1748        256        TA        TA      PConc       TA       TA           No
## 1749        128        TA        TA     CBlock       Gd       TA           Mn
## 1750        200        TA        TA     CBlock       TA       TA           Av
## 1751        283        TA        Gd      PConc       Gd       TA           No
## 1752          0        TA        TA      PConc       TA       TA           No
## 1753          0        TA        TA     CBlock       TA       TA           No
## 1754        252        TA        TA     CBlock       TA       TA           No
## 1755        509        TA        TA     CBlock       Gd       TA           Av
## 1756          0        TA        TA     CBlock       TA       TA           No
## 1757          0        TA        TA     CBlock       TA       TA           No
## 1758        160        TA        TA     CBlock       TA       TA           No
## 1759         70        TA        Gd     CBlock       TA       TA           No
## 1760        217        TA        TA     CBlock       TA       TA           No
## 1761        144        TA        Gd     CBlock       TA       TA           No
## 1762          0        TA        Gd     CBlock       TA       TA           No
## 1763         90        TA        TA     CBlock       TA       TA           Gd
## 1764          0        TA        TA     CBlock       TA       TA           No
## 1765          0        Gd        TA     CBlock       TA       TA           No
## 1766          3        TA        TA     CBlock       TA       TA           No
## 1767        210        TA        Gd     CBlock       TA       TA           No
## 1768        164        Gd        TA     CBlock       TA       TA           No
## 1769        128        TA        TA     CBlock       TA       TA           No
## 1770          0        Gd        TA     CBlock       TA       TA           No
## 1771          0        TA        TA     CBlock       TA       TA           No
## 1772          0        TA        TA     CBlock       TA       TA           No
## 1773          0        TA        TA     CBlock       TA       TA           No
## 1774        657        TA        TA      PConc       TA       TA           No
## 1775         80        TA        TA     CBlock       TA       TA           No
## 1776          0        TA        TA     CBlock       TA       TA           No
## 1777          0        TA        Gd     CBlock       TA       TA           No
## 1778          0        Gd        TA     CBlock       TA       TA           No
## 1779        140        TA        TA       Slab     None     None         None
## 1780          0        TA        TA     CBlock       TA       TA           Mn
## 1781          0        TA        TA     CBlock       TA       TA           No
## 1782          0        TA        TA     CBlock       TA       TA           No
## 1783          0        TA        Gd     BrkTil       TA       TA           No
## 1784          0        Gd        Gd     BrkTil       Fa       TA           No
## 1785          0        TA        TA     BrkTil       TA       TA           No
## 1786          0        TA        TA     BrkTil       TA       TA           No
## 1787          0        Gd        Gd      PConc       TA       TA           No
## 1788          0        Fa        TA      PConc       Fa       TA           No
## 1789          0        TA        TA     BrkTil       TA       TA           No
## 1790          0        TA        TA     BrkTil       TA       TA           No
## 1791        480        TA        TA     CBlock       TA       TA           No
## 1792        295        TA        TA     CBlock       TA       TA           No
## 1793          0        Fa        TA     CBlock       TA       Fa           No
## 1794          0        Gd        Gd     CBlock       TA       TA           Mn
## 1795        143        TA        TA     CBlock       TA       TA           No
## 1796         82        TA        TA     CBlock       Gd       TA           Gd
## 1797          0        TA        TA     CBlock       TA       TA           Av
## 1798          0        TA        TA     CBlock       TA       TA           No
## 1799          0        TA        Gd     CBlock       TA       Gd           No
## 1800          0        TA        TA     CBlock       Gd       TA           Av
## 1801          0        TA        TA     CBlock       TA       TA           No
## 1802          0        TA        TA     CBlock       TA       TA           No
## 1803        420        TA        TA     CBlock       TA       TA           No
## 1804        124        TA        Gd     CBlock       Gd       TA           Av
## 1805          0        TA        TA     CBlock       TA       TA           No
## 1806          0        TA        TA      PConc       TA       TA           No
## 1807          0        TA        TA     CBlock       TA       TA           Mn
## 1808          0        TA        Gd     CBlock       TA       TA           No
## 1809          0        Gd        TA     CBlock       TA       TA           No
## 1810          0        TA        TA     BrkTil       TA       TA           No
## 1811          0        Fa        TA     BrkTil       Fa       Po           No
## 1812          0        TA        TA     BrkTil       Fa       TA           No
## 1813          0        TA        Ex     CBlock       TA       TA           No
## 1814          0        TA        TA     BrkTil       Fa       TA           No
## 1815          0        TA        Gd     BrkTil     None     None         None
## 1816          0        Gd        TA      PConc       Fa       TA           No
## 1817          0        Gd        Gd     BrkTil       Fa       TA           No
## 1818          0        TA        TA     BrkTil       Fa       Gd           Mn
## 1819          0        TA        TA     BrkTil       TA       TA           No
## 1820          0        TA        TA     BrkTil       TA       TA           No
## 1821          0        Fa        TA     BrkTil       TA       TA           No
## 1822          0        TA        TA      PConc       TA       TA           No
## 1823          0        TA        Fa     CBlock       Fa       TA           No
## 1824          0        TA        TA     BrkTil       TA       TA           No
## 1825          0        TA        TA     CBlock       TA       TA           No
## 1826        444        TA        TA     BrkTil       TA       TA           No
## 1827          0        TA        TA     BrkTil       TA       TA           No
## 1828          0        TA        TA     BrkTil       TA       Fa           No
## 1829          0        TA        Fa     BrkTil       TA       TA           No
## 1830          0        TA        TA      PConc       TA       TA           No
## 1831          0        TA        Gd     BrkTil       TA       TA           No
## 1832          0        TA        TA     BrkTil       TA       Fa           No
## 1833          0        TA        TA     CBlock       TA       Fa           No
## 1834          0        TA        TA     BrkTil       TA       TA           No
## 1835        188        TA        Fa     BrkTil       TA       Fa           No
## 1836          0        TA        Fa     BrkTil       TA       TA           No
## 1837          0        TA        Gd      PConc       Gd       Fa           Av
## 1838          0        TA        Gd     CBlock       TA       TA           No
## 1839          0        TA        Gd     CBlock       Fa       TA           No
## 1840          0        TA        Gd     CBlock       Gd       Gd           Gd
## 1841          0        TA        TA      PConc       Gd       Gd           Gd
## 1842          0        TA        TA      PConc       TA       TA           No
## 1843        172        TA        TA     CBlock       TA       TA           No
## 1844         23        TA        TA     CBlock       Gd       TA           Gd
## 1845          0        TA        TA     CBlock       TA       Gd           No
## 1846         54        TA        TA     CBlock       TA       TA           Av
## 1847        366        TA        TA     CBlock       TA       TA           Mn
## 1848          0        TA        TA       Slab     None     None         None
## 1849          0        TA        TA     CBlock     None     None         None
## 1850          0        TA        TA     CBlock       TA       TA           No
## 1851          0        TA        TA     CBlock       TA       TA           No
## 1852          0        TA        TA     CBlock       Gd       TA           No
## 1853        149        Gd        TA     CBlock       Gd       TA           Mn
## 1854          0        Gd        TA      PConc       Gd       TA           No
## 1855        100        Gd        TA     CBlock       Gd       TA           Av
## 1856          0        Gd        Gd      PConc       Gd       Gd           No
## 1857          0        Gd        TA      PConc     None     None         None
## 1858          0        TA        TA       Slab     None     None         None
## 1859          0        TA        TA       Slab     None     None         None
## 1860        216        TA        TA     CBlock       Gd       TA           Av
## 1861          0        TA        TA       Slab     None     None         None
## 1862         23        TA        TA      PConc       Ex       TA           No
## 1863         23        TA        TA      PConc       Ex       TA           No
## 1864         23        TA        TA      PConc       Ex       TA           No
## 1865        242        Ex        TA      PConc       Ex       TA           Gd
## 1866        364        Ex        TA      PConc       Ex       TA           Gd
## 1867          0        Gd        TA      PConc       Gd       TA           Av
## 1868        352        Gd        TA      PConc       Ex       TA           Av
## 1869          0        Gd        TA      PConc       Gd       TA           Av
## 1870        140        Gd        TA      PConc       Gd       TA           Av
## 1871         76        Gd        TA      PConc       Ex       TA           Gd
## 1872          0        Gd        TA      PConc       Gd       TA           Av
## 1873          0        Gd        TA      PConc       Gd       TA           Av
## 1874          0        TA        Gd      PConc       TA       TA           No
## 1875          0        TA        TA      PConc       Gd       TA           Mn
## 1876        120        TA        TA      PConc       Gd       TA           No
## 1877         68        Gd        TA      PConc       Gd       TA           No
## 1878        180        Gd        TA      PConc       Gd       TA           Mn
## 1879         76        TA        TA     BrkTil       Gd       TA           Av
## 1880         40        TA        TA     CBlock       TA       TA           No
## 1881          0        Gd        TA      PConc       Gd       TA           Av
## 1882        198        Gd        TA      PConc       Gd       TA           Av
## 1883       None        Gd        TA      PConc       Gd       TA           No
## 1884          0        Gd        TA      PConc       Gd       TA           No
## 1885        260        Gd        TA      PConc       Gd       TA           Gd
## 1886        164        Gd        TA      PConc       Ex       TA           Gd
## 1887        209        Gd        TA      PConc       Gd       TA           Av
## 1888        180        Gd        TA      PConc       Gd       TA           Av
## 1889          0        Gd        TA      PConc       Gd       TA           No
## 1890          0        TA        TA     CBlock       TA       TA           No
## 1891         80        TA        TA       Wood       Gd       TA           Gd
## 1892          0        TA        TA     CBlock       TA       TA           No
## 1893          0        TA        TA     CBlock       Fa       TA           Mn
## 1894         74        TA        TA     CBlock       TA       TA           No
## 1895        259        TA        TA     CBlock       TA       TA           No
## 1896          0        TA        TA     CBlock       TA       TA           No
## 1897         88        TA        TA      PConc       TA       Fa           No
## 1898          0        TA        TA     BrkTil       TA       TA           No
## 1899          0        Gd        TA     BrkTil       TA       TA           No
## 1900          0        TA        TA     BrkTil       TA       Fa           Mn
## 1901          0        TA        TA     CBlock       TA       TA           No
## 1902          0        TA        TA     CBlock       TA       TA           No
## 1903          0        TA        TA     BrkTil       TA       TA           No
## 1904          0        TA        Gd     BrkTil       TA       TA           Mn
## 1905        132        TA        TA     CBlock       TA       TA           No
## 1906          0        TA        TA     BrkTil       TA       TA           No
## 1907        420        TA        TA      PConc       TA       TA           Av
## 1908          0        TA        TA     CBlock       TA       TA           No
## 1909          0        TA        Gd     CBlock       Gd       TA           Mn
## 1910          0        TA        TA     CBlock       Gd       TA           No
## 1911        242        TA        Gd     CBlock       TA       TA           No
## 1912          0        Gd        Gd     CBlock       Gd       TA           No
## 1913          0        TA        TA     BrkTil       TA       TA           No
## 1914          0        TA        TA     BrkTil       TA       TA           No
## 1915        174        Ex        TA      PConc       Ex       TA           Gd
## 1917          0        Gd        TA      PConc       Gd       TA           No
## 1918          0        TA        TA     CBlock       TA       TA           Av
## 1919          0        TA        TA     CBlock       Gd       TA           Av
## 1920          0        TA        TA      PConc       Gd       TA           No
## 1921        246        Ex        TA     CBlock       Ex       TA           Gd
## 1922        406        Ex        TA      PConc       Ex       TA           Gd
## 1923          0        TA        Gd      PConc       Gd       TA           No
## 1924        310        TA        TA      PConc       Gd       TA           Gd
## 1925          0        Gd        TA      PConc       Gd       TA           No
## 1926        290        Ex        TA      PConc       Ex       TA           Gd
## 1927        182        TA        TA     CBlock       TA       TA           No
## 1928        176        TA        TA     CBlock       TA       TA           No
## 1929          0        TA        TA     CBlock       Gd       TA           Av
## 1930          0        TA        Gd     CBlock       Gd       TA           Av
## 1931          0        TA        TA      PConc       Gd       TA           Av
## 1932          0        TA        TA      PConc       Gd       TA           No
## 1933        178        Gd        Ex     CBlock       TA       TA           Gd
## 1934          0        TA        TA      PConc       TA       TA           No
## 1935        119        TA        TA      PConc       Gd       TA           No
## 1936          0        TA        TA      PConc       Gd       TA           Gd
## 1937          0        TA        TA      PConc       Gd       TA           No
## 1938          0        Gd        TA      PConc       Gd       TA           No
## 1939          0        Gd        TA      PConc       Ex       TA           Mn
## 1940          0        Gd        TA      PConc       Gd       TA           Mn
## 1941          0        TA        TA      PConc       Gd       TA           No
## 1942        194        TA        TA      PConc       Gd       TA           No
## 1943          0        Gd        TA      PConc       Gd       TA           Gd
## 1944        130        Gd        TA      PConc       Ex       TA           Gd
## 1945        296        Ex        TA      PConc       Ex       TA           Gd
## 1947        178        Ex        TA      PConc       Ex       TA           Gd
## 1948         44        TA        TA     CBlock       TA       TA           No
## 1949        102        Gd        TA     CBlock       Gd       Gd           Mn
## 1950        174        Gd        TA     CBlock       Gd       TA           Mn
## 1951        383        Gd        Gd     CBlock       Gd       TA           No
## 1952        194        Gd        TA     CBlock       Gd       Fa           No
## 1953        621        TA        TA      PConc       Gd       TA           No
## 1954        280        TA        TA     CBlock       Gd       TA           Mn
## 1955          0        TA        TA     CBlock       TA       Fa           No
## 1956        168        Gd        TA      PConc       Gd       TA           No
## 1957        120        TA        TA     CBlock       TA       TA           No
## 1958        402        Gd        TA      PConc       Gd       TA           No
## 1959          0        TA        TA     CBlock       Gd       TA           Mn
## 1960         72        TA        TA     CBlock       Gd       TA           Mn
## 1961          0        TA        TA     CBlock       Gd       TA           No
## 1962        359        TA        TA     CBlock       TA       TA           No
## 1963        422        TA        TA     CBlock       TA       TA           No
## 1964        356        TA        TA     CBlock       TA       TA           No
## 1965          0        TA        TA     CBlock       Gd       TA           No
## 1966          0        TA        TA     CBlock       Gd       TA           No
## 1967        302        Gd        TA      PConc       Ex       TA           No
## 1968        554        Gd        TA      PConc       Ex       TA           Gd
## 1969        480        Ex        TA      PConc       Ex       TA           Gd
## 1970        270        Gd        TA      PConc       Ex       TA           Gd
## 1971        468        Ex        TA      PConc       Ex       TA           Gd
## 1972        368        Gd        TA      PConc       Ex       TA           Av
## 1973        108        Ex        TA      PConc       Gd       TA           Av
## 1974        126        Gd        TA      PConc       Ex       TA           No
## 1975        680        Ex        TA      PConc       Ex       TA           Gd
## 1976        504        Gd        TA      PConc       Gd       TA           Mn
## 1977       1110        Gd        TA      PConc       Ex       TA           Mn
## 1978        221        Gd        TA      PConc       Ex       TA           Gd
## 1979        492        Ex        TA      PConc       Gd       TA           No
## 1980        144        Gd        TA      PConc       Gd       TA           No
## 1981        714        Ex        TA      PConc       Ex       TA           No
## 1982        176        Gd        TA      PConc       Gd       TA           No
## 1983        196        Gd        TA      PConc       Gd       TA           No
## 1984        106        Gd        TA      PConc       Gd       TA           No
## 1985        143        Gd        TA      PConc       Gd       TA           Gd
## 1986         24        Gd        TA      PConc       Gd       TA           No
## 1987         20        Gd        TA      PConc       Gd       TA           Gd
## 1988          0        Gd        TA      PConc       Gd       TA           No
## 1989          0        Gd        TA      PConc       Gd       TA           No
## 1990        196        Gd        TA      PConc       Gd       TA           No
## 1991        176        Gd        TA      PConc       Gd       TA           No
## 1992        647        Gd        TA      PConc       Gd       TA           Av
## 1993       None        Gd        TA      PConc       Gd       TA           No
## 1994          0        Gd        TA      PConc       Gd       TA           No
## 1995          0        TA        TA      PConc       Gd       TA           No
## 1996       1290        Gd        TA      PConc       Gd       TA           No
## 1997        295        Gd        TA      PConc       Ex       TA           Mn
## 1998        495        Gd        TA      PConc       Gd       TA           Av
## 1999          0        Gd        TA      PConc       Ex       TA           No
## 2000        466        Gd        TA      PConc       Gd       TA           Av
## 2001        320        Gd        TA      PConc       Gd       TA           Av
## 2002        128        Gd        TA      PConc       Ex       TA           No
## 2003        156        Gd        TA      PConc       Gd       TA           Av
## 2004        310        Gd        TA      PConc       Gd       TA           Av
## 2005       None        Gd        TA      PConc       Ex       TA           No
## 2006          0        Gd        TA      PConc       Gd       TA           No
## 2007        292        Gd        TA      PConc       Gd       TA           Av
## 2008        210        Gd        TA      PConc       Gd       TA           No
## 2009          0        Gd        TA      PConc       Gd       TA           Mn
## 2010         95        Gd        TA      PConc       Gd       TA           Av
## 2011        126        TA        TA      PConc       Gd       Gd           No
## 2012          0        Gd        TA      PConc       Gd       TA           Mn
## 2013         38        Gd        TA      PConc       Gd       TA           No
## 2014        120        Gd        TA      PConc       Gd       TA           No
## 2015        145        Gd        TA      PConc       Gd       TA           Av
## 2016          0        Gd        TA      PConc       Gd       TA           No
## 2017          0        Gd        TA      PConc       Gd       TA           No
## 2018          0        TA        TA      PConc       TA       Gd           No
## 2019          0        TA        Gd     CBlock       TA       TA           No
## 2020          0        TA        TA     CBlock       TA       Fa           Mn
## 2021          0        TA        TA     CBlock       Gd       Gd           No
## 2022        144        TA        TA     CBlock       TA       TA           Av
## 2023          0        TA        Gd     CBlock       Gd       TA           No
## 2024        304        Gd        TA      PConc       Gd       TA           No
## 2025        568        Gd        TA      PConc       Gd       TA           Gd
## 2026          0        Gd        TA      PConc       Gd       TA           No
## 2027          0        Gd        TA      PConc       Gd       TA           No
## 2028          0        Gd        TA      PConc       Gd       TA           No
## 2029        216        TA        TA      PConc       Gd       TA           No
## 2030        260        Gd        TA      PConc       Gd       TA           Av
## 2031        179        Gd        TA      PConc       Ex       TA           Av
## 2032          0        Gd        TA      PConc       Ex       TA           Av
## 2033        260        Gd        TA      PConc       Gd       TA           Av
## 2034        216        Gd        TA      PConc       Gd       TA           No
## 2035        513        TA        TA      PConc       TA       TA           No
## 2036        466        Gd        TA      PConc       Gd       TA           No
## 2037        456        Gd        TA      PConc       Gd       TA           No
## 2038          0        Ex        TA      PConc       Gd       TA           Mn
## 2039          0        Gd        TA      PConc       Gd       TA           Gd
## 2040       1050        Gd        Gd     CBlock       Gd       TA           No
## 2041          0        Ex        Ex     CBlock       Gd     None           Mn
## 2042       None        Gd        TA      PConc       Gd       TA           No
## 2043          0        TA        TA     CBlock       TA       TA           Av
## 2044          0        TA        TA     CBlock       TA       TA           No
## 2045          0        TA        TA     CBlock       TA       TA           No
## 2046          0        TA        TA     CBlock       TA       TA           No
## 2047          0        TA        TA     CBlock       TA       TA           No
## 2048          0        Gd        TA     CBlock       TA       TA           No
## 2049          0        TA        TA     CBlock       TA       TA           No
## 2050          0        TA        TA     CBlock       Gd       Gd           No
## 2051          0        TA        TA       Slab     None     None         None
## 2052          0        TA        Gd     CBlock       TA       TA           No
## 2053          0        TA        TA     CBlock       TA       TA           No
## 2054          0        TA        TA      PConc       TA       TA           No
## 2055        203        Fa        Fa     CBlock       TA       TA           No
## 2056          0        TA        Gd     CBlock       TA       TA           No
## 2057         88        TA        TA     CBlock       TA       TA           No
## 2058        410        Gd        Gd     CBlock       TA       TA           No
## 2059        143        TA        TA     CBlock       TA       TA           No
## 2060          0        TA        TA     CBlock       TA       TA           No
## 2061        187        TA        TA     CBlock       TA       TA           No
## 2062          0        TA        TA     CBlock       TA       TA           No
## 2063         52        TA        TA     CBlock       TA       TA           No
## 2064         84        TA        TA     CBlock       TA       TA           No
## 2065          0        TA        TA      PConc       TA       TA           No
## 2066        360        TA        TA     CBlock       TA       TA           No
## 2067          0        TA        TA     BrkTil     None     None         None
## 2068          0        TA        TA     CBlock       TA       TA           No
## 2069          0        TA        TA       Slab     None     None         None
## 2070          0        TA        Gd      PConc       TA       TA           No
## 2071          0        Gd        TA      PConc       TA       TA           No
## 2072          0        TA        TA     BrkTil       TA       TA           No
## 2073          0        TA        TA     CBlock       TA       TA           No
## 2074        125        TA        TA     CBlock       TA       TA           No
## 2075        276        TA        TA     CBlock       TA       TA           Gd
## 2076          0        TA        TA     CBlock       Fa       TA           No
## 2077          0        TA        TA      PConc       TA       TA           No
## 2078          0        TA        TA     CBlock       TA       TA           No
## 2079          0        TA        TA     CBlock       TA       TA           No
## 2080          0        TA        TA     CBlock       TA       TA           No
## 2081          0        TA        TA     CBlock       TA       TA           No
## 2082          0        TA        TA     CBlock       TA       TA           Av
## 2083          0        TA        Gd     CBlock       TA       TA           Mn
## 2084          0        TA        TA     CBlock       TA       TA           No
## 2085          0        TA        TA     CBlock       TA       TA           No
## 2086          0        TA        TA      PConc       TA       TA           No
## 2087          0        TA        TA     BrkTil       TA       TA           No
## 2088          0        TA        TA     BrkTil       TA       Fa           No
## 2089          0        TA        TA     CBlock       Fa       TA           No
## 2090          0        Gd        TA     BrkTil       TA       TA           No
## 2091          0        TA        TA      Stone       TA       TA           No
## 2092          0        TA        Gd     BrkTil       TA       TA           No
## 2093          0        Fa        Fa     BrkTil       TA       TA           No
## 2094          0        Gd        TA     CBlock       TA       TA           No
## 2095          0        TA        TA     CBlock       TA       TA           No
## 2096          0        TA        TA     BrkTil       TA       Gd           No
## 2097          0        TA        TA     BrkTil       Fa       TA           No
## 2098          0        TA        TA     CBlock       TA       TA           No
## 2099          0        TA        Gd     BrkTil       TA       TA           No
## 2100          0        TA        TA     BrkTil       Fa       Fa           No
## 2101          0        TA        Fa     BrkTil       Fa       TA           No
## 2102          0        TA        TA     BrkTil       TA       TA           No
## 2103          0        TA        TA     CBlock       TA       TA           No
## 2104          0        TA        TA     BrkTil       TA       TA           No
## 2105          0        Gd        TA     BrkTil       Fa       TA           No
## 2106          0        Fa        Fa     BrkTil       Fa       Fa           No
## 2107          0        TA        TA     BrkTil       TA       TA           Mn
## 2108        164        TA        TA     CBlock       TA       TA           No
## 2109          0        TA        TA     CBlock       TA       TA           No
## 2110          0        Gd        Gd     BrkTil       TA       TA           No
## 2111          0        TA        TA     CBlock       TA       Fa           No
## 2112          0        TA        TA     BrkTil       TA       TA           No
## 2113          0        TA        Gd     CBlock       TA       TA           No
## 2114          0        TA        Gd     BrkTil       TA       TA           No
## 2115          0        TA        TA     CBlock       TA       TA           No
## 2116          0        TA        Fa     BrkTil       TA       Fa           No
## 2117          0        TA        Gd     BrkTil       TA       TA           No
## 2118          0        TA        TA     CBlock       TA       TA           No
## 2119          0        TA        TA     BrkTil       TA       TA           No
## 2120          0        TA        Gd     BrkTil       TA       TA           No
## 2122          0        TA        TA      PConc       TA       TA           No
## 2123          0        TA        Gd     CBlock     None     None         None
## 2124          0        TA        TA     BrkTil       TA       TA           Mn
## 2125          0        TA        TA     BrkTil       TA       TA           No
## 2126          0        TA        Gd     BrkTil       TA       TA           No
## 2127          0        TA        TA      PConc       TA       TA           Mn
## 2128          0        Gd        TA     BrkTil       Gd       Gd           No
## 2129          0        Gd        Gd     BrkTil       TA       TA           No
## 2130          0        TA        TA     CBlock       TA       TA           No
## 2131          0        TA        TA     BrkTil       TA       TA           No
## 2132          0        TA        Fa     BrkTil       TA       Fa           No
## 2133          0        TA        TA     CBlock       TA       TA           No
## 2134          0        TA        TA      PConc       TA       TA           No
## 2135          0        TA        TA     BrkTil       Fa       TA           No
## 2136          0        Fa        Fa      PConc       TA       Fa           No
## 2137          0        Gd        TA     CBlock       TA       TA           No
## 2138          0        TA        TA     CBlock       Gd       TA           Av
## 2139         39        TA        TA     CBlock       TA       TA           Av
## 2140          0        TA        Fa     CBlock       TA       TA           No
## 2141         40        TA        TA     CBlock       Gd       TA           Gd
## 2142        340        TA        TA     CBlock       TA       TA           Mn
## 2143          0        TA        TA      PConc       Gd       TA           Av
## 2144          0        TA        TA      PConc       TA       Fa           No
## 2145          0        TA        Gd     CBlock       TA       TA           No
## 2146          0        TA        TA     CBlock       TA       Gd           Gd
## 2147        275        TA        TA     CBlock       TA       TA           Mn
## 2148          0        TA        TA     BrkTil       TA       TA           No
## 2149          0        TA        Gd      PConc       Gd       TA           Av
## 2150          0        TA        TA     CBlock       Gd       TA           Gd
## 2151          0        TA        TA     CBlock       TA       TA           No
## 2153          0        TA        TA     CBlock       TA       TA           Av
## 2154          0        TA        TA      PConc       Gd       TA           Av
## 2155        216        Gd        TA     CBlock       TA       TA           No
## 2156        190        Gd        TA      PConc       Gd       TA           No
## 2157        251        Gd        TA      PConc       Gd       TA           No
## 2158          0        Gd        TA      PConc       Gd       TA           No
## 2159          0        Gd        TA      PConc       Gd       TA           Av
## 2160          0        Gd        TA      PConc       Gd       TA           No
## 2161        156        Gd        TA      PConc       Gd       TA           Av
## 2162        554        Gd        TA      PConc       Gd       TA           Gd
## 2163        402        Ex        TA      PConc       Ex       TA           Av
## 2164        302        Gd        TA      PConc       Gd       TA           Gd
## 2165          0        TA        TA     CBlock       Gd       Gd           Gd
## 2166          0        TA        TA      PConc       Gd       TA           No
## 2167        150        TA        TA      PConc       Gd       TA           Gd
## 2168        128        TA        TA      PConc       Gd       TA           No
## 2169        120        Gd        TA      PConc       Gd       TA           Mn
## 2170          0        Gd        TA      PConc       Gd       TA           No
## 2171        180        TA        TA     CBlock       Gd       TA           Mn
## 2172        176        TA        TA     CBlock       TA       TA           Av
## 2173          0        TA        TA     CBlock       TA       TA           No
## 2174        227        Gd        TA      PConc       Gd       TA           No
## 2175        134        Gd        TA      PConc       Gd       TA           Mn
## 2176        240        Gd        TA      PConc       Ex       TA           Gd
## 2177          0        Gd        TA      PConc       Gd       TA           No
## 2178        192        Gd        TA      PConc       Gd       TA           Av
## 2179        205        Gd        TA      PConc       Gd       TA           Mn
## 2180          0        TA        Gd      PConc       Gd       TA           Gd
## 2181         50        Gd        TA      PConc       Gd       TA           Mn
## 2182        212        Gd        TA      PConc       Gd       TA           No
## 2183          0        Gd        TA      PConc       Gd       TA           Av
## 2184          0        TA        TA     CBlock       TA       TA           No
## 2185        222        TA        TA     CBlock       Gd       Gd           Gd
## 2186         84        TA        TA     CBlock       TA     None           No
## 2187          0        TA        TA     CBlock       TA       TA           Av
## 2188          0        TA        TA     CBlock       TA       TA           Av
## 2190          0        TA        Fa      PConc     None     None         None
## 2191         58        TA        TA       Slab     None     None         None
## 2192          0        TA        TA     CBlock       TA       TA           Av
## 2193          0        TA        TA      PConc       TA       TA           No
## 2194          0        TA        Gd       Slab     None     None         None
## 2195        115        TA        TA     CBlock       Gd       TA           No
## 2196          0        TA        TA     CBlock       Ex       TA           Av
## 2197          0        TA        TA      PConc       TA       TA           No
## 2198        174        TA        TA     BrkTil       TA       TA           No
## 2199          0        TA        TA     BrkTil       TA       TA           No
## 2200          0        TA        TA     BrkTil       TA       TA           No
## 2201          0        TA        TA     BrkTil       Gd       TA           No
## 2202          0        Gd        Gd      PConc       Fa       TA           No
## 2203          0        TA        TA     BrkTil       TA       TA           No
## 2204          0        TA        TA     CBlock       TA       TA           No
## 2205          0        TA        TA     BrkTil       TA       TA           No
## 2206         88        TA        Fa      PConc       TA       TA           No
## 2207         40        TA        TA      PConc       TA       Fa           No
## 2208          0        TA        Gd     CBlock       TA       Gd           No
## 2209          0        TA        TA      PConc       TA       TA           No
## 2210          0        TA        TA     CBlock       Gd       TA           No
## 2211          0        TA        Gd     BrkTil       TA       TA           No
## 2212          0        TA        TA     CBlock       Fa       TA           No
## 2213          0        TA        TA     CBlock       Gd       TA           No
## 2214          0        Fa        TA     CBlock       Gd       TA           Mn
## 2215          0        TA        TA     BrkTil       TA       TA           No
## 2216        162        TA        TA     CBlock       TA       TA           No
## 2218          0        TA        TA      Stone     None       Fa           No
## 2219          0        TA        TA      PConc     None       TA           No
## 2220          0        TA        TA      Stone       Fa       Fa           Mn
## 2221        186        Ex        TA      PConc       Ex       TA           Gd
## 2222        174        Gd        TA      PConc       Ex       TA           Gd
## 2223        668        Gd        TA      PConc       Ex       TA           Mn
## 2224          0        TA        TA      PConc       Gd       TA           Mn
## 2225          0        TA        TA     CBlock     None     None         None
## 2226          0        TA        TA      PConc       Gd       TA           No
## 2227        340        Gd        TA     CBlock       Gd       TA           Av
## 2228        258        Gd        TA      PConc       Ex       TA           Gd
## 2229          0        Gd        TA      PConc       Gd       TA           Av
## 2230          0        TA        TA      PConc       Gd       TA           No
## 2231         60        Gd        TA      PConc       Gd       TA           Av
## 2232        128        TA        TA     CBlock       Gd       TA           No
## 2233        228        Gd        Gd     CBlock       Gd       Gd           Av
## 2234        206        Gd        TA      PConc       Ex       TA           Av
## 2235          0        Gd        TA      PConc       Ex       TA           Mn
## 2236          0        Gd        TA      PConc       Gd       TA           Av
## 2237        674        Gd        TA      PConc       Ex       TA           Av
## 2238        200        TA        Gd      PConc       Gd       Gd           Gd
## 2239          0        TA        TA      PConc       Gd       TA           No
## 2240        197        TA        TA      PConc       Ex       TA           No
## 2241         98        TA        TA     CBlock       Gd       TA           Av
## 2242          0        TA        TA      PConc       Gd       TA           No
## 2243          0        TA        TA      PConc       Gd       TA           No
## 2244          0        TA        Gd     CBlock       Gd       TA           Av
## 2245          0        TA        TA     CBlock       Gd       TA           Gd
## 2246          0        TA        Gd     CBlock       TA       TA           No
## 2247          0        TA        Gd     CBlock       TA       TA           No
## 2248          0        TA        Gd     CBlock       TA       TA           No
## 2249          0        TA        TA     CBlock       TA       TA           No
## 2250          0        TA        TA     CBlock       TA       TA           No
## 2252        302        TA        TA     CBlock       TA       TA           No
## 2253          0        TA        TA      PConc       Gd       TA           No
## 2254         32        TA        TA      PConc       Gd       TA           No
## 2255          0        TA        TA      PConc       Gd       TA           No
## 2256          0        Gd        TA      PConc       Gd       TA           No
## 2257          0        TA        TA      PConc       Gd       TA           No
## 2258         52        TA        TA      PConc       Gd       TA           No
## 2259          0        TA        TA      PConc       Gd       TA           No
## 2260        138        TA        TA     CBlock       TA       TA           Av
## 2261          0        Gd        TA     CBlock       Gd       TA           Gd
## 2262          0        Gd        TA      PConc       Gd       TA           Gd
## 2263        146        Gd        TA      PConc       Ex       TA           Mn
## 2264        710        Ex        TA      PConc       Ex       TA           Av
## 2265          0        TA        TA     CBlock       Gd       TA           Gd
## 2266        165        Gd        TA      PConc       Ex       TA           Gd
## 2267        945        Gd        TA      PConc       Ex       Gd           Gd
## 2268        250        Ex        TA      PConc       Ex       TA           Gd
## 2269          0        TA        TA     CBlock       Gd       TA           No
## 2270        306        Gd        TA     CBlock       Gd       TA           No
## 2271         67        TA        TA     CBlock       Gd       TA           No
## 2272        549        TA        TA     CBlock       Gd       TA           No
## 2273         98        TA        TA     CBlock       Gd       TA           No
## 2274        253        TA        TA     CBlock       Gd       TA           No
## 2275        176        TA        TA     CBlock       TA       TA           Mn
## 2276        130        TA        TA     CBlock       Gd       TA           Gd
## 2277          0        TA        TA     CBlock       TA       TA           No
## 2278          0        TA        TA     CBlock       TA       TA           No
## 2279         32        TA        TA     CBlock       TA       TA           No
## 2280          0        TA        Gd     BrkTil       TA       TA           No
## 2281          0        Gd        TA      PConc       Gd       TA           Mn
## 2282          0        Gd        TA      PConc       Gd       TA           No
## 2283        567        TA        TA     CBlock       TA       TA           No
## 2284        265        TA        TA     CBlock       TA       TA           No
## 2285          0        TA        TA     CBlock       Gd       TA           No
## 2286         52        TA        TA     CBlock       TA       TA           No
## 2287        378        Ex        TA      PConc       Ex       TA           Gd
## 2288        302        Gd        TA      PConc       Ex       TA           Mn
## 2289          0        Gd        TA      PConc       Gd       TA           Gd
## 2290        456        Ex        TA      PConc       Ex       TA           Gd
## 2291        190        Gd        TA      PConc       Ex       TA           No
## 2292        400        Ex        TA      PConc       Ex       TA           Gd
## 2293        456        Ex        TA      PConc       Ex       TA           Gd
## 2294        365        Gd        TA      PConc       Ex       TA           Gd
## 2295        970        Ex        TA      PConc       Ex       TA           Av
## 2296          0        Gd        TA      PConc       Gd       TA           No
## 2297        120        Ex        TA      PConc       Ex       TA           Gd
## 2298        510        Ex        TA      PConc       Ex       TA           Gd
## 2299        502        Gd        TA      PConc       Gd       TA           Av
## 2300        280        Gd        TA      PConc       Ex       TA           Mn
## 2301        246        Gd        TA      PConc       Ex       TA           Av
## 2302        210        Gd        TA      PConc       Gd       TA           Mn
## 2303        210        Gd        TA      PConc       Gd       TA           No
## 2304          0        Gd        TA      PConc       Gd       TA           No
## 2305        182        Gd        TA      PConc       Gd       TA           Av
## 2306        182        Gd        TA      PConc       Gd       TA           Av
## 2307        256        Gd        TA      PConc       Gd       TA           Av
## 2308        108        Gd        TA      PConc       Gd       Gd           Mn
## 2309        394        Ex        TA      PConc       Ex       TA           No
## 2310        176        Gd        TA      PConc       Gd       TA           No
## 2311        235        Gd        TA      PConc       Gd       TA           No
## 2312       None        Gd        TA     CBlock       Gd       TA           No
## 2313          0        Gd        TA      PConc       Gd       TA           No
## 2314         44        TA        TA      PConc       Gd       TA           No
## 2315          0        Gd        TA      PConc       Gd       TA           No
## 2316          0        Gd        TA      PConc       Gd       TA           No
## 2317          0        TA        TA      PConc       Gd       TA           Av
## 2318         22        Gd        TA      PConc       Gd       TA           Av
## 2319         16        Gd        TA      PConc       Gd       TA           No
## 2320          0        Gd        TA      PConc       Gd       TA           No
## 2321         72        Gd        TA      PConc       Gd       TA           Gd
## 2322         16        Gd        TA      PConc       Gd       TA           Av
## 2323          0        Gd        TA      PConc       Gd       TA           Gd
## 2324          0        Gd        TA      PConc       Gd       TA           No
## 2325          0        Gd        TA      PConc       Gd       TA           Av
## 2326       None        Gd        TA      PConc       Gd       TA           No
## 2327         16        Gd        TA      PConc       Gd       TA           No
## 2328          0        Gd        TA      PConc       Gd       TA           No
## 2329          0        TA        TA      PConc       Gd       TA           No
## 2330          0        TA        TA      PConc       Gd       TA           No
## 2331        515        Gd        TA      PConc       Gd       TA           Av
## 2332        422        Gd        TA      PConc       Ex       TA           Gd
## 2333          0        Gd        TA      PConc       Gd       TA           No
## 2334        275        Gd        TA      PConc       Gd       TA           No
## 2335        309        Gd        TA      PConc       Ex       TA           No
## 2336        526        Gd        Gd      PConc       Gd       TA           No
## 2337          0        Gd        TA      PConc       Gd       TA           No
## 2338        164        Gd        TA      PConc       Gd       TA           No
## 2339        248        Gd        TA      PConc       Gd       TA           Mn
## 2340        754        Ex        TA      PConc       Ex       TA           Av
## 2341       None        Gd        TA      PConc       Gd       TA           No
## 2342        148        Gd        TA      PConc       Gd       TA           Av
## 2343        143        Gd        TA      PConc       Gd       Gd           Av
## 2344          0        Gd        TA      PConc       Gd       TA           No
## 2345          0        Gd        TA      PConc       Gd       TA           No
## 2346          0        Gd        TA      PConc       Gd       TA           No
## 2347          0        Gd        TA      PConc       Gd       TA           No
## 2348          0        Gd        TA      PConc       Gd       TA           Av
## 2349          0        Gd        TA     CBlock       Gd       TA         None
## 2350       None        Gd        TA      PConc       Ex       TA           Av
## 2351          0        Ex        TA      PConc       Gd       TA           Mn
## 2352        298        Gd        TA      PConc       Gd       TA           Av
## 2353        353        Gd        TA      PConc       Gd       TA           Av
## 2354          0        TA        TA      PConc       Gd       TA           No
## 2355          0        Gd        TA      PConc       Gd       Gd           No
## 2356        126        Gd        TA      PConc       Gd       TA           No
## 2357        170        Gd        TA      PConc       Gd       TA           No
## 2358          0        Gd        TA      PConc       Gd       TA           No
## 2359          0        TA        TA     CBlock       TA       TA           No
## 2360          0        TA        TA     CBlock       Gd       TA           No
## 2361          0        TA        TA     CBlock       TA       TA           No
## 2362        272        Gd        TA      PConc       Gd       TA           No
## 2363         44        TA        TA     CBlock       Fa       TA           Gd
## 2364          0        TA        TA     CBlock       Gd       TA           Mn
## 2365          0        Gd        TA      PConc       Gd       TA           Av
## 2366         30        Gd        TA      PConc       Gd       TA           No
## 2367         36        Gd        TA      PConc       Gd       TA           No
## 2368          0        Gd        TA      PConc       Ex       Gd           No
## 2369       None        Gd        TA      PConc       Gd       TA           No
## 2370        342        TA        TA      PConc       Gd       TA           No
## 2371        216        Gd        TA      PConc       Gd       TA           No
## 2372          0        Gd        TA      PConc       Gd       TA           No
## 2373          0        Gd        TA      PConc       Ex       TA           No
## 2374          0        Gd        Gd      PConc       Ex       TA           Mn
## 2375          0        Gd        TA      PConc       Gd       TA           Gd
## 2376        600        Gd        TA     CBlock       Gd       TA           No
## 2377          0        Gd        TA     CBlock       Gd       TA           Gd
## 2378         41        TA        TA     CBlock       TA       TA           No
## 2379        525        TA        TA     CBlock       TA       TA           No
## 2380          0        TA        TA      PConc       Gd       TA           Av
## 2381        196        TA        TA      PConc       Gd       TA           No
## 2382          0        TA        TA     CBlock       TA       TA           No
## 2383        112        TA        TA      PConc       Gd       TA           No
## 2384        194        Gd        TA      PConc       Gd       TA           No
## 2385          0        TA        TA     CBlock       TA       TA           No
## 2386        203        TA        TA     CBlock       TA       TA           No
## 2387          0        TA        TA     CBlock       TA       TA           No
## 2388          0        TA        TA       Slab     None     None         None
## 2389          0        TA        TA     CBlock       TA       TA           No
## 2390          0        TA        TA     CBlock       TA       TA           No
## 2391         56        TA        Gd     CBlock       TA       TA           No
## 2392          0        TA        TA     CBlock       TA       TA           No
## 2393        202        TA        TA     CBlock       TA       TA           No
## 2394         98        TA        TA     CBlock       TA       TA           Gd
## 2395        306        TA        Gd     CBlock       TA       TA           No
## 2396        212        TA        TA     CBlock       TA       TA           No
## 2397        136        TA        Gd     CBlock       TA       TA           Mn
## 2398          0        TA        TA      PConc       TA       TA           No
## 2399          0        Fa        Fa     CBlock       Fa       Fa           No
## 2400          0        TA        TA     CBlock       TA       TA           No
## 2401          0        TA        TA     CBlock       TA       TA           No
## 2402        176        TA        Gd     CBlock       TA       TA           No
## 2403          0        TA        TA     CBlock       TA       TA           No
## 2404         87        TA        TA     CBlock       TA       TA           Av
## 2405        291        TA        TA     CBlock       TA       TA           Av
## 2406          0        TA        TA     CBlock       TA       TA           No
## 2407         54        TA        TA     CBlock       TA       TA           No
## 2408          0        TA        TA     CBlock       TA       TA           No
## 2409         69        TA        TA     CBlock       TA       TA           No
## 2410        289        TA        TA     CBlock       TA       TA           No
## 2411          0        TA        TA     CBlock       TA       TA           No
## 2412          0        TA        TA     CBlock       TA       TA           Av
## 2413          0        TA        TA     CBlock       TA       TA           No
## 2414          0        TA        Ex     CBlock       TA       TA           No
## 2415        260        TA        TA     CBlock       TA       TA           No
## 2416          0        TA        TA     CBlock       TA       TA           No
## 2417          0        TA        TA     CBlock       TA       TA           No
## 2418          0        TA        Gd     CBlock       TA       TA           No
## 2419          0        TA        TA      PConc       TA       TA           No
## 2420          0        TA        Gd     CBlock       TA       TA           No
## 2421          0        TA        TA     CBlock       TA       TA           No
## 2422          0        TA        TA     CBlock       TA       TA           No
## 2423          0        Gd        Gd     CBlock       Fa       TA           No
## 2424          0        TA        TA     CBlock       TA       Fa           No
## 2425          0        TA        TA     BrkTil       TA       Fa           No
## 2426          0        TA        TA     CBlock       TA       TA           Mn
## 2427          0        TA        Gd     CBlock       Gd       TA           Av
## 2428        364        TA        TA     CBlock       TA       TA           Av
## 2429         53        TA        TA     CBlock       TA       TA           No
## 2430         86        TA        TA     CBlock       TA       TA           Mn
## 2431          0        TA        TA     CBlock       TA       TA           No
## 2432          0        TA        TA     CBlock       TA       TA           No
## 2433          0        TA        TA     CBlock       TA       TA           No
## 2434          0        TA        TA     CBlock       TA       TA           No
## 2435          0        TA        TA     CBlock       TA       TA           No
## 2436          0        TA        TA       Slab     None     None         None
## 2437          0        TA        TA     CBlock       TA       TA           No
## 2438          0        TA        TA     CBlock       TA       TA           Av
## 2439          0        Gd        Gd     BrkTil       TA       TA           No
## 2440          0        TA        TA     BrkTil       TA       TA           No
## 2441          0        TA        TA      PConc       Fa       Fa           No
## 2442          0        TA        TA     BrkTil       TA       TA           No
## 2443        279        TA        TA     CBlock       TA       TA           No
## 2444          0        TA        TA     BrkTil       TA       Fa           No
## 2445          0        TA        TA     BrkTil       Fa       TA           No
## 2446          0        TA        TA      PConc       TA       TA           No
## 2447          0        Gd        Gd     BrkTil       TA       TA           No
## 2448          0        TA        TA     BrkTil       TA       TA           No
## 2449          0        TA        TA     BrkTil       TA       TA           No
## 2450          0        TA        TA     CBlock       Gd       Gd           No
## 2451          0        TA        Gd     BrkTil       TA       Fa           No
## 2452          0        TA        Gd      PConc       TA       TA           No
## 2453          1        TA        TA     CBlock     None     None         None
## 2454          0        TA        TA       Slab     None     None         None
## 2455          0        TA        Gd      PConc       TA       TA           No
## 2456          0        TA        TA     CBlock       Fa       TA           No
## 2457          0        TA        Gd     CBlock       TA       TA           No
## 2458          0        TA        TA     CBlock       TA       TA           Mn
## 2459          0        Gd        TA     BrkTil       TA       TA           No
## 2460          0        TA        TA     BrkTil       TA       TA           No
## 2461          0        TA        Gd     BrkTil       TA       TA           No
## 2462          0        TA        TA     BrkTil       TA       TA           No
## 2463          0        TA        TA     BrkTil       TA       TA           No
## 2464          0        TA        Gd     CBlock       TA       TA           No
## 2465          0        TA        Gd      PConc       TA       TA           No
## 2466          0        TA        TA      PConc       Fa       TA           No
## 2467          0        TA        TA     BrkTil       TA       TA           No
## 2468          0        TA        TA     CBlock       TA       TA           No
## 2469          0        TA        TA     CBlock       TA       TA           No
## 2470        234        TA        TA     CBlock       TA       TA           No
## 2471          0        TA        Ex     CBlock       TA       TA           No
## 2472          0        TA        TA     CBlock       TA       Fa           No
## 2473          0        TA        TA     BrkTil       Fa       TA           No
## 2475          0        TA        Gd     CBlock       TA       TA           No
## 2476          0        TA        TA     CBlock       TA       TA           No
## 2477          0        TA        TA     CBlock       Gd       TA           Av
## 2478         30        TA        TA     CBlock       Gd       TA           Av
## 2479          0        TA        TA     CBlock       TA       TA           No
## 2480         50        Gd        Gd     CBlock       TA       TA           Gd
## 2481        442        TA        TA     CBlock       TA       TA           Av
## 2482          0        TA        TA     CBlock       Gd       TA           Av
## 2483         89        TA        TA     CBlock       TA       TA           Mn
## 2484        323        TA        Gd     CBlock       TA       TA           No
## 2485          0        TA        Gd     CBlock       TA       TA           No
## 2486          0        TA        TA     CBlock       TA       TA           No
## 2487        356        TA        Fa     CBlock       Gd       TA           No
## 2488          0        TA        TA     BrkTil       TA       TA           No
## 2489          0        TA        TA     CBlock       TA       TA           No
## 2491          0        Fa        TA       Slab     None     None         None
## 2492        136        TA        TA      PConc       Gd       TA           No
## 2493          0        TA        Gd     CBlock       TA       Gd           Mn
## 2494          0        TA        TA     CBlock       TA       TA           No
## 2495          0        TA        TA     CBlock       TA       TA           No
## 2496        300        TA        Gd     CBlock       Gd       Fa           No
## 2497          0        TA        TA     CBlock       TA       TA           No
## 2498          0        TA        TA     CBlock       TA       TA           No
## 2499          0        TA        TA       Slab     None     None         None
## 2500        149        Gd        Ex     CBlock       TA       TA           No
## 2501          0        TA        TA     CBlock       Fa       TA           No
## 2502          0        TA        TA      PConc       TA       TA           Mn
## 2503          0        Fa        Fa     BrkTil       TA       Fa           No
## 2504          0        TA        TA     CBlock       TA       TA           No
## 2505          0        Gd        Gd      PConc       Gd       Gd           No
## 2506        306        Gd        TA      PConc       Gd       TA           Av
## 2507          0        Gd        TA      PConc       Gd       TA           Av
## 2508        306        Gd        TA      PConc       Gd       TA           Av
## 2509        204        Gd        TA      PConc       Gd       TA           Mn
## 2510        132        Gd        TA      PConc       Gd       TA           No
## 2511          0        Gd        TA      PConc       Gd       TA           No
## 2512          0        Gd        TA      PConc       Gd       TA           Gd
## 2513        360        Gd        TA      PConc       Gd       TA           No
## 2514          0        Gd        TA     CBlock       Gd       Gd           Gd
## 2515          0        TA        TA      PConc       Gd       TA           No
## 2516          0        TA        Gd      PConc       Gd       TA           No
## 2517          0        TA        Gd      PConc       Gd       Gd           No
## 2518          0        TA        TA      PConc       Gd       TA           No
## 2519          0        Gd        TA      PConc       Gd       TA           Gd
## 2520        290        Gd        TA      PConc       Gd       TA           No
## 2521          0        Gd        TA      PConc       Gd       TA           No
## 2522        144        Gd        TA      PConc       Gd       TA           No
## 2523          0        TA        TA     CBlock       Gd       TA           Av
## 2524        113        TA        Gd     CBlock       Gd       TA           Av
## 2525         51        TA        TA     CBlock       TA     None           Av
## 2526          0        TA        TA     CBlock       Gd       TA           Av
## 2527          0        TA        TA     CBlock       Gd       TA           Av
## 2528          0        TA        TA     CBlock       TA       TA           No
## 2529          0        TA        TA     CBlock       TA       TA           No
## 2530          0        TA        Gd     CBlock       TA       TA           No
## 2531          0        Gd        TA      PConc       TA       TA           Gd
## 2532          0        Gd        TA      PConc       Gd       TA           No
## 2533        214        Gd        TA      PConc       Gd       TA           No
## 2534        519        Gd        TA      PConc       Gd       TA           Gd
## 2535        256        Gd        TA      PConc       Gd       TA           Mn
## 2536        254        Gd        TA      PConc       Gd       TA           Mn
## 2537        158        Gd        TA      PConc       Gd       TA           Gd
## 2538          0        Gd        TA      PConc       Gd       TA           No
## 2539          0        Gd        TA      PConc       Gd       TA           Av
## 2540          0        Gd        TA      PConc       Gd       TA           No
## 2541          0        Gd        TA      PConc       Gd       TA           No
## 2542          0        Gd        TA      PConc       Gd       TA           Mn
## 2543        162        TA        TA     CBlock       Gd       TA           Gd
## 2544         20        TA        Gd     CBlock       TA       TA           No
## 2545          0        TA        Gd     CBlock       TA       TA           No
## 2546        198        TA        TA     CBlock       TA       TA           No
## 2547          0        TA        Fa     CBlock       TA       TA           Av
## 2548          0        TA        TA       Slab     None     None         None
## 2549          0        TA        TA      PConc       Gd       Gd           No
## 2550       1224        Ex        TA      PConc       Ex       TA           Gd
## 2551         76        TA        TA      PConc       Gd       TA           Gd
## 2552          0        TA        TA     CBlock       TA       TA           Av
## 2553        128        TA        TA      PConc     None     None         None
## 2554          0        TA        TA     CBlock       TA       TA           No
## 2555          0        TA        TA     BrkTil       TA       TA           No
## 2556          0        TA        TA     CBlock       TA       TA           No
## 2557          0        TA        TA     CBlock       TA       TA           No
## 2558          0        TA        TA      PConc       TA       TA           Mn
## 2559          0        TA        TA      PConc       TA       TA           Mn
## 2560          0        TA        TA     BrkTil       TA       TA           No
## 2561          0        TA        TA     BrkTil       Gd       TA           No
## 2562          0        TA        TA     BrkTil       TA       TA           No
## 2563          0        TA        TA     BrkTil       TA       TA           No
## 2564          0        TA        TA     BrkTil       TA       TA           No
## 2565          0        TA        TA     CBlock     None     None         None
## 2566          0        TA        Gd     BrkTil       TA       Gd           No
## 2567          0        TA        TA     CBlock       TA       Fa           No
## 2568        423        TA        Fa     CBlock       TA       Gd           Mn
## 2569          0        TA        TA      PConc       Gd       TA           No
## 2570          0        TA        Gd     CBlock       Gd       TA           No
## 2571          0        TA        TA      PConc       Gd       TA           No
## 2572          0        TA        TA     CBlock       Gd       TA           Gd
## 2573        652        TA        TA     CBlock       Gd       TA           No
## 2574          0        Gd        TA     CBlock       Gd       TA           No
## 2575          0        TA        TA     BrkTil       TA       TA           No
## 2576          0        Gd        Gd     BrkTil       TA       Po           No
## 2578          0        TA        TA     BrkTil       TA       TA           No
## 2579          0        TA        TA     BrkTil     None     None         None
## 2580          0        TA        Gd     CBlock       TA       TA           No
## 2581          0        TA        TA     CBlock       TA       TA           No
## 2582          0        Gd        TA     BrkTil       TA       TA           No
## 2583        473        Gd        TA      PConc       Gd       TA           Gd
## 2584          0        TA        TA     CBlock       Gd       TA           Av
## 2585        166        Gd        TA      PConc       Gd       TA           No
## 2586          0        Gd        TA      PConc       Gd       TA           No
## 2587          0        TA        TA      PConc       Gd       TA           No
## 2588         50        TA        TA     CBlock       TA       TA           Av
## 2589          0        TA        TA     CBlock       Gd       TA           Av
## 2590        352        Gd        TA     BrkTil       Gd       TA           Av
## 2591       1224        TA        Gd     CBlock       TA       TA           No
## 2592          0        Gd        TA      PConc       Gd       TA           No
## 2593       None        Gd        TA      PConc       Gd       TA           Av
## 2594          0        TA        TA     CBlock       Gd       TA           No
## 2595         86        Gd        TA      PConc       Ex       TA           Mn
## 2596        886        Gd        TA      PConc       Gd       TA           Av
## 2597        203        Gd        TA      PConc       Ex       TA           No
## 2598         94        Gd        TA      PConc       Gd       TA           Gd
## 2599        242        Ex        TA      PConc       Ex       TA           Gd
## 2600          0        TA        TA     CBlock     None     None         None
## 2601        134        TA        TA      PConc       Ex       TA           Av
## 2602          0        TA        TA     CBlock       TA       TA           No
## 2603          0        TA        TA     CBlock       Gd       TA           Av
## 2604        189        TA        TA     CBlock       TA       TA           No
## 2605          0        TA        TA     CBlock       TA       TA           No
## 2606        144        TA        TA      PConc       Gd       TA           Av
## 2607          0        TA        TA      PConc       Gd       TA           Gd
## 2608          0        TA        Fa      PConc       TA       TA           Mn
## 2609          0        TA        TA      PConc       Gd       TA           No
## 2610          0        TA        TA     CBlock       Gd       TA           Av
## 2611        198        TA        TA     CBlock       TA       TA           No
## 2612          0        TA        TA      PConc       Gd       TA           No
## 2613          0        TA        TA     CBlock       Gd       TA           No
## 2614          0        TA        TA     CBlock       TA       TA           No
## 2615         28        TA        TA     CBlock       TA       TA           No
## 2616        244        TA        Gd     CBlock       TA       TA           No
## 2617        302        TA        TA     CBlock       TA       TA           Mn
## 2618        902        TA        TA     CBlock       Gd       TA           Gd
## 2619        434        TA        Gd     CBlock       TA       TA           Mn
## 2620          0        TA        TA      PConc       TA       TA           No
## 2621          0        TA        TA      PConc       Gd       TA           No
## 2622          0        TA        TA      PConc       Gd       TA           No
## 2623        216        Gd        TA      PConc       Gd       TA           No
## 2624        248        Gd        TA      PConc       Gd       TA           Av
## 2625          0        Gd        TA      PConc       Gd       TA           No
## 2626        112        TA        TA      PConc       Gd       TA           No
## 2627          0        TA        TA     CBlock       Gd       TA           No
## 2628        600        Gd        Ex      PConc       Ex       TA           Gd
## 2629        662        Ex        TA      PConc       Ex       TA           Gd
## 2630        184        Gd        TA      PConc       Ex       Gd           Gd
## 2631        734        Ex        TA      PConc       Ex       TA           No
## 2632        550        Gd        TA      PConc       Ex       TA           Av
## 2633        230        Gd        TA      PConc       Ex       TA           Gd
## 2634        420        Ex        TA      PConc       Ex       TA           Gd
## 2635        130        TA        TA     CBlock       Gd       TA           Av
## 2636         68        TA        TA     CBlock       TA       TA           No
## 2637        252        Gd        TA     CBlock       Ex       TA           Gd
## 2638          0        Gd        TA      PConc       Gd       TA           No
## 2639        248        TA        TA     CBlock       TA       Fa           No
## 2640        176        TA        TA     CBlock       TA       TA           No
## 2641          0        TA        TA     CBlock       TA       TA           No
## 2642          0        Gd        TA      PConc       Gd       TA           No
## 2643        514        TA        TA     CBlock       TA       TA           No
## 2644        200        TA        TA     CBlock       TA       TA           No
## 2645        380        TA        TA     CBlock       TA       TA           No
## 2646        504        TA        TA     CBlock       TA       TA           No
## 2647        504        TA        TA     CBlock       TA       TA           No
## 2648          0        TA        TA     CBlock       Gd       TA           No
## 2649          0        TA        TA     CBlock       TA       TA           Mn
## 2650          0        TA        TA     CBlock       TA       TA           No
## 2651          0        TA        TA     CBlock       Gd       TA           No
## 2652        215        Gd        TA      PConc       Ex       Gd           No
## 2653        232        Gd        TA      PConc       Gd       TA           Av
## 2654        206        Gd        TA      PConc       Ex       Gd           No
## 2655        568        Ex        TA      PConc       Ex       TA           Gd
## 2656        525        Gd        TA      PConc       Gd       TA           Av
## 2657        385        Ex        TA      PConc       Ex       Gd           Av
## 2658       None        Gd        TA      PConc       Ex       TA           Av
## 2659          0        Gd        TA      PConc       Ex       TA           Gd
## 2660        142        Gd        TA      PConc       Ex       TA           Av
## 2661        430        Ex        TA      PConc       Ex       TA           Gd
## 2662        674        Ex        TA      PConc       Ex       TA           Gd
## 2663        112        Gd        TA      PConc       Gd       TA           No
## 2664        278        Ex        TA      PConc       Ex       TA           No
## 2665        518        Gd        TA      PConc       Ex       Gd           No
## 2666        572        Ex        TA      PConc       Ex       Gd           No
## 2667          0        Gd        TA      PConc       Gd       TA           No
## 2668          0        Gd        TA      PConc       Gd       TA           No
## 2669          0        Gd        TA      PConc       Gd       TA           Av
## 2670        236        Gd        TA      PConc       Gd       TA           Av
## 2671          0        Gd        TA      PConc       Gd       TA           No
## 2672         14        Gd        TA      PConc       Gd       TA           Av
## 2673         40        Gd        TA      PConc       Gd       TA           Av
## 2674         18        Gd        TA      PConc       Gd       TA           No
## 2675         14        Gd        TA      PConc       Gd       TA           Gd
## 2676          0        Gd        TA      PConc       Gd       TA           Av
## 2677          0        TA        TA      PConc       Gd       TA           No
## 2678          0        Gd        TA      PConc       Gd       TA           No
## 2679        242        Gd        TA      PConc       Gd       TA           No
## 2680        322        Gd        TA      PConc       Gd       TA           Mn
## 2681        877        Gd        TA      PConc       Ex       TA           Av
## 2682        397        Gd        TA      PConc       Gd       TA           No
## 2683        738        Gd        Gd      PConc       Ex       TA           Gd
## 2684        501        Gd        TA      PConc       Gd       TA           Gd
## 2685        420        Gd        TA      PConc       Gd       TA           No
## 2686        192        Gd        TA      PConc       Gd       Gd           No
## 2687       None        Gd        TA      PConc       Ex       Gd           No
## 2688         60        Gd        TA      PConc       Gd       TA           No
## 2689          0        Gd        TA      PConc       Gd       TA           No
## 2690          0        Gd        TA      PConc       Ex       TA           No
##      BsmtFinType1 BsmtFinSF1 BsmtFinType2 BsmtFinSF2 BsmtUnfSF TotalBsmtSF
## 1461          Rec   6.150603          LwQ   4.976734  5.602119    6.783325
## 1462          ALQ   6.828712          Unf   0.000000  6.008813    7.192934
## 1463          GLQ   6.674561          Unf   0.000000  4.927254    6.834109
## 1464          GLQ   6.401917          Unf   0.000000  5.783825    6.831954
## 1465          ALQ   5.575949          Unf   0.000000  6.925595    7.155396
## 1466          Unf   0.000000          Unf   0.000000  6.638568    6.638568
## 1467          ALQ   6.841615          Unf   0.000000  5.455321    7.063904
## 1468          Unf   0.000000          Unf   0.000000  6.672033    6.672033
## 1469          GLQ   6.458338          Unf   0.000000  6.498282    7.170888
## 1470          ALQ   6.690842          Rec   4.369448  0.000000    6.783325
## 1471          GLQ   6.958448          BLQ   0.000000  5.872118    7.248504
## 1472          Rec   5.056246          Unf   0.000000  5.793014    6.182085
## 1473          Rec   5.707110          Unf   0.000000  5.420535    6.265301
## 1474          ALQ   6.244167          Unf   0.000000  5.834811    6.752270
## 1475          Unf   0.000000          Unf   0.000000  6.729824    6.729824
## 1476          Unf   0.000000          Unf   0.000000  7.372118    7.372118
## 1477          Unf   0.000000          Unf   0.000000  7.342779    7.342779
## 1478          GLQ   4.709530          Unf   0.000000  7.370860    7.437795
## 1479          GLQ   3.367296          Unf   0.000000  7.492760    7.508239
## 1480          GLQ   7.225481          Unf   0.000000  7.295735    7.954021
## 1481          GLQ   6.361302          Unf   0.000000  6.997596    7.421776
## 1482          GLQ   3.218876          Unf   0.000000  7.205635    7.223296
## 1483          Unf   0.000000          Unf   0.000000  7.189168    7.189168
## 1484          GLQ   2.833213          Unf   0.000000  7.029973    7.044033
## 1485          GLQ   5.789960          Unf   0.000000  4.077537    5.953243
## 1486          Unf   0.000000          Unf   0.000000  6.742881    6.742881
## 1487          Unf   0.000000          Unf   0.000000  7.396335    7.396335
## 1488          Unf   0.000000          Unf   0.000000  7.375256    7.375256
## 1489          Unf   0.000000          Unf   0.000000  7.105786    7.105786
## 1490          GLQ   7.254885          Unf   0.000000  4.007333    7.292337
## 1491          Unf   0.000000          Unf   0.000000  6.723832    6.723832
## 1492          Unf   0.000000          Unf   0.000000  6.705639    6.705639
## 1493          BLQ   4.844187          GLQ   6.756932  5.411646    7.097549
## 1494          LwQ   5.525453          GLQ   6.889591  0.000000    7.116394
## 1495          GLQ   7.029973          Unf   0.000000  5.568345    7.237778
## 1496          GLQ   7.169350          Unf   0.000000  5.252273    7.305860
## 1497          Unf   0.000000          Unf   0.000000  6.734592    6.734592
## 1498          GLQ   5.638355          Unf   0.000000  5.771441    6.398595
## 1499          GLQ   5.910797          ALQ   3.761200  5.252273    6.398595
## 1500          GLQ   5.932245          Unf   0.000000  5.416100    6.398595
## 1501          GLQ   6.146329          Unf   0.000000  5.673323    6.629363
## 1502          GLQ   5.501258          Unf   0.000000  5.659482    6.274762
## 1503          GLQ   6.940222          Unf   0.000000  6.415097    7.404279
## 1504          GLQ   6.184149          Unf   0.000000  6.198479    6.883463
## 1505          GLQ   6.726233          Unf   0.000000  6.492240    7.308543
## 1506          GLQ   6.228511          Unf   0.000000  7.188413    7.512071
## 1507          GLQ   7.037028          Unf   0.000000  4.969813    7.155396
## 1508          ALQ   6.533789          LwQ   3.850148  6.198479    7.110696
## 1509          ALQ   5.799093          Unf   0.000000  5.958425    6.573680
## 1510          Rec   6.549651          Unf   0.000000  6.282267    7.117206
## 1511          BLQ   6.966024          Unf   0.000000  5.017280    7.098376
## 1512          BLQ   6.918695          Unf   0.000000  6.216606    7.320527
## 1513          Unf   0.000000          Unf   0.000000  6.280396    6.280396
## 1514          BLQ   7.313887          Unf   0.000000  5.433722    7.455298
## 1515          LwQ   6.508769          Unf   0.000000  6.154858    7.039660
## 1516          Rec   5.707110          Unf   0.000000  6.180017    6.663133
## 1517          GLQ   6.851185          Unf   0.000000  4.919981    6.985642
## 1518          Unf   0.000000          Unf   0.000000  7.380879    7.380879
## 1519          GLQ   7.080868          Unf   0.000000  5.680173    7.300473
## 1520          BLQ   6.753438          Rec   5.093750  4.836282    7.042286
## 1521          Rec   6.842683          Unf   0.000000  5.602119    7.095893
## 1522          Rec   6.599870          Unf   0.000000  6.236370    7.126891
## 1523          Unf   0.000000          Unf   0.000000  6.725034    6.725034
## 1524          BLQ   5.828946          Unf   0.000000  6.265301    6.762730
## 1525          Rec   6.475433          Unf   0.000000  5.783825    6.880384
## 1526          Rec   6.278521          Unf   0.000000  6.124683    6.896694
## 1527          Unf   0.000000          Unf   0.000000  6.357842    6.357842
## 1528          ALQ   6.177944          Rec   5.164786  5.087596    6.705639
## 1529          Rec   6.378426          LwQ   5.860786  5.472271    7.069874
## 1530          BLQ   6.576470          LwQ   5.575949  6.030685    7.241366
## 1531          ALQ   3.891820          Unf   0.000000  6.495266    6.565265
## 1532          BLQ   6.363028          Unf   0.000000  5.880533    6.842683
## 1533          BLQ   5.616771          Rec   6.979145  0.000000    7.206377
## 1534          Unf   0.000000          Unf   0.000000  6.719013    6.719013
## 1535          BLQ   6.660575          Unf   0.000000  5.513429    6.935370
## 1536          Rec   5.176150          Unf   0.000000  6.725034    6.916715
## 1537          Unf   0.000000          Unf   0.000000  6.520621    6.520621
## 1538          Unf   0.000000          Unf   0.000000  6.836259    6.836259
## 1539          Unf   0.000000          Unf   0.000000  5.849325    5.849325
## 1540          Unf   0.000000          Unf   0.000000  6.734592    6.734592
## 1541          Rec   5.648974          Unf   0.000000  6.122493    6.605298
## 1542          Rec   6.670766          Unf   0.000000  5.303305    6.896694
## 1543          BLQ   6.163315          Unf   0.000000  6.453625    7.011214
## 1544          Rec   5.241747          Unf   0.000000  6.359574    6.641182
## 1545          BLQ   6.115892          LwQ   2.564949  4.976734    6.411818
## 1546          LwQ   5.579730          Unf   0.000000  5.733341    6.350886
## 1547          Rec   5.888878          LwQ   5.075174  5.758902    6.728629
## 1548          Rec   5.707110          Unf   0.000000  6.175867    6.660575
## 1549          Rec   5.624018          Unf   0.000000  5.533389    6.270988
## 1550          LwQ   6.107023          Unf   0.000000  6.175867    6.834109
## 1551          ALQ   6.867974          Unf   0.000000  5.105945    7.025538
## 1552          Unf   0.000000          Unf   0.000000  6.790097    6.790097
## 1553          Unf   0.000000          Unf   0.000000  6.660575    6.660575
## 1554          Unf   0.000000          Unf   0.000000  6.496775    6.496775
## 1555          Rec   6.642487          Unf   0.000000  6.487684    7.260523
## 1557          Rec   6.934397          Unf   0.000000  5.231109    7.100852
## 1558          LwQ   5.910797          Unf   0.000000  5.451038    6.398595
## 1559          Rec   4.304065          Unf   0.000000  6.453625    6.562444
## 1560          LwQ   6.602588          Unf   0.000000  4.795791    6.753438
## 1561          ALQ   6.558198          Unf   0.000000  7.029088    7.513709
## 1562          BLQ   5.484797          Rec   6.163315  5.017280    6.762730
## 1563          GLQ   6.654153          Unf   0.000000  4.499810    6.762730
## 1564          GLQ   7.185387          Unf   0.000000  0.000000    7.185387
## 1565          Rec   5.590987          ALQ   6.118097  0.000000    6.580639
## 1566          ALQ   6.996681          Unf   0.000000  5.796058    7.259116
## 1567          Unf   0.000000          Unf   0.000000  6.493754    6.493754
## 1568          ALQ   6.872128          Unf   0.000000  5.036953    7.019297
## 1569          BLQ   5.666427          LwQ   6.529419  0.000000    6.880384
## 1570          GLQ   4.653960          Rec   5.961005  5.153292    6.498282
## 1571          LwQ   5.262690          Unf   0.000000  6.336826    6.629363
## 1572          BLQ   6.861711          Unf   0.000000  5.389072    7.067320
## 1573          GLQ   7.205635          Unf   0.000000  5.093750    7.319202
## 1574          Unf   0.000000          Unf   0.000000  7.131699    7.131699
## 1575          GLQ   7.268223          Unf   0.000000  0.000000    7.268223
## 1576          GLQ   6.758095          Unf   0.000000  4.465908    6.853299
## 1577          GLQ   3.218876          Unf   0.000000  7.089243    7.109062
## 1578          Unf   0.000000          Unf   0.000000  6.517671    6.517671
## 1579          GLQ   6.769642          Unf   0.000000  0.000000    6.769642
## 1580          ALQ   5.869297          Unf   0.000000  6.265301    6.778785
## 1581          GLQ   5.293305          Rec   6.535241  4.948760    6.934397
## 1582          ALQ   6.175867          Unf   0.000000  5.983936    6.776507
## 1583          GLQ   7.428333          Unf   0.000000  5.693732    7.590347
## 1584          Unf   0.000000          Unf   0.000000  6.947937    6.947937
## 1585          GLQ   6.511745          Unf   0.000000  5.176150    6.744059
## 1586         None   0.000000         None   0.000000  0.000000    0.000000
## 1587          Unf   0.000000          Unf   0.000000  5.945421    5.945421
## 1588          ALQ   6.976348          Unf   0.000000  4.844187    7.087574
## 1589          Unf   0.000000          Unf   0.000000  6.613384    6.613384
## 1590          ALQ   6.270988          Unf   0.000000  6.175867    6.916715
## 1591          Unf   0.000000          Unf   0.000000  6.867974    6.867974
## 1592          Rec   4.897840          Unf   0.000000  6.882437    7.010312
## 1593          Rec   5.476464          Unf   0.000000  6.428105    6.753438
## 1594         None   0.000000         None   0.000000  0.000000    0.000000
## 1595          Unf   0.000000          Unf   0.000000  6.796824    6.796824
## 1596          ALQ   6.056784          BLQ   5.533389  6.746412    7.332369
## 1597          ALQ   5.929589          Unf   0.000000  6.489205    6.940222
## 1598          GLQ   5.840642          Unf   0.000000  4.394449    6.049733
## 1599          GLQ   6.617403          Unf   0.000000  5.463832    6.890609
## 1600          GLQ   4.343805          Unf   0.000000  7.017506    7.083388
## 1601          BLQ   6.175867          Unf   0.000000  0.000000    6.175867
## 1602          BLQ   5.733341          Unf   0.000000  5.774552    6.445720
## 1603          Unf   0.000000          Unf   0.000000  6.629363    6.629363
## 1604          GLQ   7.225481          Unf   0.000000  5.402677    7.374629
## 1605          GLQ   6.423247          Unf   0.000000  6.075346    6.956545
## 1606          ALQ   6.522093          Unf   0.000000  6.336826    7.126087
## 1607          Unf   0.000000          Unf   0.000000  7.580189    7.580189
## 1608          GLQ   4.369448          Unf   0.000000  7.138073    7.198184
## 1609          Unf   0.000000          Unf   0.000000  7.102499    7.102499
## 1610          Unf   0.000000          Unf   0.000000  5.953243    5.953243
## 1611          Rec   3.761200          Unf   0.000000  6.934397    6.974479
## 1612          Unf   0.000000          Unf   0.000000  7.266129    7.266129
## 1613          Unf   0.000000          Unf   0.000000  7.204149    7.204149
## 1614          GLQ   6.820016          Unf   0.000000  3.433987    6.852243
## 1615          GLQ   5.176150          Unf   0.000000  5.916202    6.304449
## 1616          Unf   0.000000          Unf   0.000000  6.304449    6.304449
## 1617          Rec   5.686975          Unf   0.000000  5.533389    6.304449
## 1618          ALQ   6.152733          Unf   0.000000  5.981414    6.762730
## 1619          Rec   5.337538          GLQ   6.381816  3.610918    6.726233
## 1620          Unf   0.000000          Unf   0.000000  7.104144    7.104144
## 1621          Rec   6.129050          Unf   0.000000  5.117994    6.437752
## 1622          BLQ   6.167516          Unf   0.000000  5.963579    6.762730
## 1623          GLQ   7.201916          LwQ   5.652489  4.007333    7.426549
## 1624          GLQ   6.851185          Unf   0.000000  5.342334    7.050123
## 1625          Rec   6.336826          Unf   0.000000  5.765191    6.783325
## 1626          LwQ   6.739337          Unf   0.000000  6.381816    7.268920
## 1627          ALQ   6.742881          Unf   0.000000  4.595120    6.852243
## 1628          GLQ   6.746412          Unf   0.000000  5.068904    6.916715
## 1629          GLQ   5.652489          Unf   0.000000  4.615121    5.953243
## 1630          GLQ   7.583756          Unf   0.000000  5.497168    7.700295
## 1631          GLQ   5.834811          Unf   0.000000  6.982863    7.257708
## 1632          GLQ   6.609349          Unf   0.000000  6.741701    7.370231
## 1633          GLQ   5.247024          Unf   0.000000  5.278115    5.953243
## 1634          GLQ   6.167516          Unf   0.000000  6.167516    6.859615
## 1635          GLQ   6.398595          Unf   0.000000  4.682131    6.562444
## 1636          Unf   0.000000          Unf   0.000000  7.074963    7.074963
## 1637          ALQ   5.993961          Unf   0.000000  6.583409    7.023759
## 1638          Unf   0.000000          Unf   0.000000  6.725034    6.725034
## 1639          LwQ   5.897154          Unf   0.000000  6.970730    7.264030
## 1640          ALQ   6.401917          Unf   0.000000  6.091310    6.950815
## 1641          ALQ   6.725034          Unf   0.000000  5.733341    7.039660
## 1642          GLQ   6.434547          Unf   0.000000  5.720312    6.831954
## 1643          Unf   0.000000          Unf   0.000000  6.965080    6.965080
## 1644          GLQ   5.420535          ALQ   5.624018  6.156979    6.880384
## 1645          ALQ   7.195937          LwQ   5.129899  4.795791    7.391415
## 1646          ALQ   6.790097          Unf   0.000000  5.433722    7.018402
## 1647          ALQ   6.456770          Unf   0.000000  6.293419    7.070724
## 1648          Unf   0.000000          Unf   0.000000  7.074117    7.074117
## 1649          ALQ   6.216606          Unf   0.000000  6.298949    6.950815
## 1650          ALQ   6.588926          Unf   0.000000  4.934474    6.762730
## 1651          ALQ   5.484797          Unf   0.000000  6.437752    6.762730
## 1652          BLQ   5.541264          Unf   0.000000  5.438079    6.182085
## 1653          Rec   4.709530          LwQ   5.686975  4.382027    6.182085
## 1654          ALQ   5.726848          Unf   0.000000  6.212606    6.690842
## 1655          ALQ   6.077642          LwQ   6.434547  0.000000    6.964136
## 1656          ALQ   5.966147          Unf   0.000000  6.146329    6.752270
## 1657          ALQ   5.771441          Unf   0.000000  6.184149    6.690842
## 1658          ALQ   5.634790          Unf   0.000000  6.357842    6.752270
## 1659          ALQ   6.285998          Unf   0.000000  5.707110    6.729824
## 1660          BLQ   6.469250          Unf   0.000000  5.398163    6.762730
## 1661          GLQ   7.215975          Unf   0.000000  6.033086    7.482682
## 1662          GLQ   6.894670          Unf   0.000000  5.940171    7.219642
## 1663          GLQ   7.117206          Unf   0.000000  6.670766    7.611348
## 1664          GLQ   7.735870          Unf   0.000000  5.837730    7.875119
## 1665          Unf   0.000000          Unf   0.000000  7.459915    7.459915
## 1666          GLQ   7.334329          Unf   0.000000  5.529429    7.486053
## 1667          GLQ   7.115582          Unf   0.000000  5.631212    7.319202
## 1668          GLQ   6.923629          Unf   0.000000  6.586172    7.461640
## 1669          GLQ   6.945051          Unf   0.000000  6.148468    7.316548
## 1670          GLQ   7.041412          Unf   0.000000  6.450470    7.481556
## 1671          ALQ   7.141245          Unf   0.000000  6.212606    7.473637
## 1672          GLQ   7.587311          Unf   0.000000  6.175867    7.805067
## 1673          Unf   0.000000          Unf   0.000000  6.987490    6.987490
## 1674          Unf   0.000000          Unf   0.000000  7.377134    7.377134
## 1675          ALQ   6.729824          Unf   0.000000  6.259581    7.214504
## 1676          GLQ   6.782192          Unf   0.000000  6.054439    7.175490
## 1677          GLQ   6.776507          Unf   0.000000  6.163315    7.208600
## 1678          GLQ   7.671827          Unf   0.000000  5.849325    7.821242
## 1679          GLQ   7.351158          Unf   0.000000  6.467699    7.696667
## 1680          GLQ   6.685861          Unf   0.000000  6.989335    7.541683
## 1681          Unf   0.000000          Unf   0.000000  7.280697    7.280697
## 1682          GLQ   7.087574          Unf   0.000000  6.248043    7.446001
## 1683          Unf   0.000000          Unf   0.000000  7.248504    7.248504
## 1684          Unf   0.000000          Unf   0.000000  6.591674    6.591674
## 1685          Unf   0.000000          Unf   0.000000  6.614726    6.614726
## 1686          GLQ   2.833213          Unf   0.000000  7.094235    7.107425
## 1687          Unf   0.000000          Unf   0.000000  5.953243    5.953243
## 1688          Unf   0.000000          Unf   0.000000  6.767343    6.767343
## 1689          Unf   0.000000          Unf   0.000000  6.741701    6.741701
## 1690          GLQ   6.481577          Unf   0.000000  4.875197    6.663133
## 1691          GLQ   6.204558          Unf   0.000000  5.323010    6.549651
## 1692          GLQ   6.480045          Unf   0.000000  5.393628    6.769642
## 1693          GLQ   5.488938          Rec   4.736198  3.433987    5.953243
## 1694          GLQ   6.527958          Unf   0.000000  4.718499    6.678342
## 1695          Unf   0.000000          Unf   0.000000  5.953243    5.953243
## 1696          ALQ   6.817831          Unf   0.000000  5.579730    7.071573
## 1697          Unf   0.000000          Unf   0.000000  5.953243    5.953243
## 1698          GLQ   7.068172          Unf   0.000000  5.645447    7.283448
## 1699          BLQ   5.468060          GLQ   7.331060  5.572154    7.613325
## 1700          GLQ   6.705639          Unf   0.000000  5.541264    6.976348
## 1701          GLQ   6.437752          Unf   0.000000  6.309918    7.068172
## 1702          Unf   0.000000          Unf   0.000000  7.436617    7.436617
## 1703          Unf   0.000000          Unf   0.000000  7.387090    7.387090
## 1704          GLQ   7.166266          Unf   0.000000  6.013715    7.440147
## 1705          GLQ   5.940171          Unf   0.000000  6.950815    7.260523
## 1706          GLQ   7.677400          Unf   0.000000  5.707110    7.807510
## 1707          Unf   0.000000          Unf   0.000000  7.270313    7.270313
## 1708          Unf   0.000000          Unf   0.000000  7.246368    7.246368
## 1709          Unf   0.000000          Unf   0.000000  7.333676    7.333676
## 1710          GLQ   3.218876          Unf   0.000000  7.207119    7.224753
## 1711          GLQ   6.526495          Unf   0.000000  5.389072    6.803505
## 1712          Unf   0.000000          Unf   0.000000  7.515889    7.515889
## 1713          GLQ   7.266129          Unf   0.000000  5.407172    7.410347
## 1714          GLQ   6.648985          ALQ   5.888878  6.047372    7.348588
## 1715          GLQ   6.018593          Unf   0.000000  5.998937    6.700731
## 1716          Unf   0.000000          Unf   0.000000  7.105786    7.105786
## 1717          GLQ   4.007333          Unf   0.000000  6.992096    7.040536
## 1718          Unf   0.000000          Unf   0.000000  7.055313    7.055313
## 1719          Unf   0.000000          Unf   0.000000  6.728629    6.728629
## 1720          BLQ   6.248043          Rec   6.652863  5.407172    7.321850
## 1721          Unf   0.000000          Unf   0.000000  7.016610    7.016610
## 1722          Unf   0.000000          Unf   0.000000  7.016610    7.016610
## 1723          GLQ   6.729824          Unf   0.000000  5.631212    7.016610
## 1724          Unf   0.000000          Unf   0.000000  7.280008    7.280008
## 1725          GLQ   6.458338          Unf   0.000000  5.624018    6.817831
## 1726          GLQ   3.970292          Rec   5.899897  5.993961    6.705639
## 1727          Unf   0.000000          Unf   0.000000  7.195187    7.195187
## 1728          LwQ   3.610918          GLQ   6.391917  4.812184    6.626718
## 1729          Rec   5.805135          Unf   0.000000  5.846439    6.517671
## 1730         None   0.000000         None   0.000000  0.000000    0.000000
## 1731          LwQ   4.234107          BLQ   6.785588  3.367296    6.888572
## 1732          GLQ   6.493754          Unf   0.000000  5.323010    6.762730
## 1733          BLQ   6.762730          Unf   0.000000  0.000000    6.762730
## 1734          Rec   6.300786          Unf   0.000000  6.175867    6.932448
## 1735          ALQ   6.437752          Unf   0.000000  5.666427    6.816736
## 1736          LwQ   4.948760          BLQ   6.381816  5.209486    6.816736
## 1737          ALQ   7.458186          Rec   4.532599  5.247024    7.608374
## 1738          GLQ   6.400257          ALQ   5.379897  5.068904    6.883463
## 1739          Unf   0.000000          Unf   0.000000  7.227662    7.227662
## 1740          Unf   0.000000          Unf   0.000000  7.454141    7.454141
## 1741          GLQ   6.870053          Unf   0.000000  5.214936    7.044033
## 1742          GLQ   6.230481          Unf   0.000000  5.521461    6.629363
## 1743          GLQ   6.309918          Unf   0.000000  4.962845    6.539586
## 1744          GLQ   7.133296          ALQ   4.919981  5.726848    7.435438
## 1745          LwQ   4.804021          Unf   0.000000  7.390181    7.462215
## 1746          Unf   0.000000          Unf   0.000000  5.973810    5.973810
## 1747          GLQ   6.329721          LwQ   3.761200  5.017280    6.624065
## 1748          Unf   0.000000          Unf   0.000000  6.838405    6.838405
## 1749          ALQ   6.317165          Rec   4.997212  6.378426    7.161622
## 1750          BLQ   6.862758          Unf   0.000000  5.568345    7.104144
## 1751          GLQ   6.070738          Unf   0.000000  6.167516    6.812345
## 1752          BLQ   6.475433          Unf   0.000000  5.379897    6.762730
## 1753          Unf   0.000000          Unf   0.000000  7.358194    7.358194
## 1754          ALQ   6.549651          Unf   0.000000  6.148468    7.061334
## 1755          GLQ   6.870053          Unf   0.000000  5.602119    7.117206
## 1756          ALQ   6.599870          Unf   0.000000  5.081404    6.796824
## 1757          BLQ   6.001415          Unf   0.000000  6.135565    6.762730
## 1758          BLQ   6.654153          Unf   0.000000  5.583496    6.947937
## 1759          BLQ   6.439350          LwQ   5.308268  5.407172    6.955593
## 1760          ALQ   5.739793          BLQ   6.240276  6.198479    7.180831
## 1761          LwQ   6.906755          Unf   0.000000  5.686975    7.164720
## 1762          ALQ   5.963579          Unf   0.000000  5.877736    6.613384
## 1763          ALQ   6.343880          Unf   0.000000  6.463029    7.097549
## 1764          Rec   4.615121          ALQ   5.513429  6.419995    6.867974
## 1765          Rec   7.068172          Unf   0.000000  6.230481    7.427144
## 1766          Rec   7.180070          Unf   0.000000  4.955827    7.282074
## 1767          ALQ   7.235619          Unf   0.000000  5.170484    7.354362
## 1768          ALQ   6.753438          Unf   0.000000  5.749393    7.064759
## 1769          BLQ   6.300786          Unf   0.000000  6.666957    7.192934
## 1770          ALQ   6.563856          Unf   0.000000  5.638355    6.896694
## 1771          Rec   6.077642          BLQ   5.313206  6.338594    7.092574
## 1772          Rec   5.153292          LwQ   6.182085  6.590301    7.232010
## 1773          Rec   5.049856          LwQ   6.621406  5.690359    7.090910
## 1774          Unf   0.000000          Unf   0.000000  7.532088    7.532088
## 1775          ALQ   6.196444          Unf   0.000000  6.350886    6.968850
## 1776          Rec   5.733341          Unf   0.000000  5.780744    6.448889
## 1777          BLQ   6.552508          Unf   0.000000  4.543295    6.677083
## 1778          GLQ   6.837333          Unf   0.000000  4.615121    6.939254
## 1779         None   0.000000         None   0.000000  0.000000    0.000000
## 1780          ALQ   6.551080          Unf   0.000000  0.000000    6.551080
## 1781          BLQ   5.968708          Unf   0.000000  6.698268    7.090910
## 1782          Unf   0.000000          Unf   0.000000  6.675823    6.675823
## 1783          Unf   0.000000          Unf   0.000000  6.517671    6.517671
## 1784          Unf   0.000000          Unf   0.000000  6.006353    6.006353
## 1785          Unf   0.000000          Unf   0.000000  6.961296    6.961296
## 1786          Unf   0.000000          Unf   0.000000  7.180831    7.180831
## 1787          Unf   0.000000          Unf   0.000000  6.329721    6.329721
## 1788          Unf   0.000000          Unf   0.000000  6.033086    6.033086
## 1789          Unf   0.000000          Unf   0.000000  6.580639    6.580639
## 1790          Unf   0.000000          Unf   0.000000  6.447306    6.447306
## 1791          Unf   0.000000          Unf   0.000000  7.130099    7.130099
## 1792          Rec   5.953243          Unf   0.000000  6.904751    7.230563
## 1793          BLQ   6.771936          Rec   4.110874  4.691348    6.947937
## 1794          GLQ   6.614726          Unf   0.000000  5.332719    6.858565
## 1795          Rec   6.304449          Unf   0.000000  6.327937    7.008505
## 1796          Unf   0.000000          Unf   0.000000  5.081404    5.081404
## 1797          Rec   6.432940          Unf   0.000000  5.164786    6.679599
## 1798          Unf   0.000000          Unf   0.000000  6.948897    6.948897
## 1799          ALQ   6.447306          BLQ   4.634729  0.000000    6.597146
## 1800          GLQ   6.073045          Rec   4.564348  0.000000    6.270988
## 1801          Unf   0.000000          Unf   0.000000  6.725034    6.725034
## 1802          LwQ   4.795791          Unf   0.000000  6.613384    6.762730
## 1803          Unf   0.000000          Unf   0.000000  6.660575    6.660575
## 1804          GLQ   6.848005          Unf   0.000000  0.000000    6.848005
## 1805          BLQ   6.717805          Unf   0.000000  5.393628    6.952729
## 1806          Unf   0.000000          Unf   0.000000  6.804615    6.804615
## 1807          LwQ   6.452049          Unf   0.000000  5.828946    6.880384
## 1808          Unf   0.000000          Unf   0.000000  5.484797    5.484797
## 1809          Unf   0.000000          Unf   0.000000  6.224558    6.224558
## 1810          ALQ   6.045005          Unf   0.000000  5.598422    6.538140
## 1811          Unf   0.000000          Unf   0.000000  6.398595    6.398595
## 1812          Unf   0.000000          Unf   0.000000  6.687109    6.687109
## 1813          BLQ   5.953243          Unf   0.000000  5.953243    6.645091
## 1814          Unf   0.000000          Unf   0.000000  6.759255    6.759255
## 1815         None   0.000000         None   0.000000  0.000000    0.000000
## 1816          Unf   0.000000          Unf   0.000000  6.437752    6.437752
## 1817          Unf   0.000000          Unf   0.000000  6.519147    6.519147
## 1818          Unf   0.000000          Unf   0.000000  6.822197    6.822197
## 1819          Unf   0.000000          Unf   0.000000  6.437752    6.437752
## 1820          Unf   0.000000          Unf   0.000000  6.437752    6.437752
## 1821          Unf   0.000000          Unf   0.000000  6.880384    6.880384
## 1822          Unf   0.000000          Unf   0.000000  6.609349    6.609349
## 1823          Unf   0.000000          Unf   0.000000  5.505332    5.505332
## 1824          Unf   0.000000          Unf   0.000000  6.930495    6.930495
## 1825          Unf   0.000000          Unf   0.000000  5.697093    5.697093
## 1826          Rec   5.398163          Unf   0.000000  5.517453    6.150603
## 1827          Unf   0.000000          Unf   0.000000  6.867974    6.867974
## 1828          LwQ   5.613128          Unf   0.000000  6.522093    6.859615
## 1829          LwQ   4.905275          Unf   0.000000  6.844815    6.978214
## 1830          Unf   0.000000          Unf   0.000000  6.955593    6.955593
## 1831          Unf   0.000000          Unf   0.000000  6.511745    6.511745
## 1832          Unf   0.000000          Unf   0.000000  6.947937    6.947937
## 1833          BLQ   6.259581          Unf   0.000000  5.293305    6.580639
## 1834          Unf   0.000000          Unf   0.000000  6.182085    6.182085
## 1835          Rec   5.135798          Unf   0.000000  6.747587    6.928538
## 1836          Unf   0.000000          Unf   0.000000  7.094235    7.094235
## 1837          BLQ   6.620073          Rec   4.158883  3.850148    6.755769
## 1838          Rec   5.624018          ALQ   5.572154  5.081404    6.549651
## 1839          Unf   0.000000          Unf   0.000000  6.329721    6.329721
## 1840          GLQ   7.090910          Unf   0.000000  0.000000    7.090910
## 1841          GLQ   7.050123          Unf   0.000000  0.000000    7.050123
## 1842          Unf   0.000000          Unf   0.000000  6.373320    6.373320
## 1843          BLQ   6.269096          Unf   0.000000  6.265301    6.959399
## 1844          GLQ   6.124683          Unf   0.000000  0.000000    6.124683
## 1845          Unf   0.000000          Unf   0.000000  6.315358    6.315358
## 1846          BLQ   6.378426          Unf   0.000000  6.311735    7.037906
## 1847          Unf   0.000000          Unf   0.000000  6.716595    6.716595
## 1848         None   0.000000         None   0.000000  0.000000    0.000000
## 1849         None   0.000000         None   0.000000  0.000000    0.000000
## 1850          Rec   5.552960          Unf   0.000000  6.705639    6.979145
## 1851          BLQ   5.837730          Unf   0.000000  6.006353    6.617403
## 1852          BLQ   5.159055          Unf   0.000000  6.821107    6.993933
## 1853          GLQ   6.315358          ALQ   5.976351  4.653960    6.956545
## 1854          GLQ   6.133398          ALQ   5.659482  5.733341    6.961296
## 1855          Rec   4.262680          GLQ   6.111467  0.000000    6.255750
## 1856          GLQ   6.163315          Unf   0.000000  6.406880    6.984716
## 1857         None   0.000000         None   0.000000  0.000000    0.000000
## 1858         None   0.000000         None   0.000000  0.000000    0.000000
## 1859         None   0.000000         None   0.000000  0.000000    0.000000
## 1860          GLQ   6.998510          Unf   0.000000  0.000000    6.998510
## 1861         None   0.000000         None   0.000000  0.000000    0.000000
## 1862          GLQ   6.710523          Unf   0.000000  5.855072    7.063904
## 1863          GLQ   6.710523          Unf   0.000000  5.855072    7.063904
## 1864          GLQ   6.710523          Unf   0.000000  5.855072    7.063904
## 1865          GLQ   6.929517          Unf   0.000000  6.282267    7.349874
## 1866          GLQ   7.007601          Unf   0.000000  6.424869    7.450661
## 1867          Unf   0.000000          Unf   0.000000  7.292337    7.292337
## 1868          GLQ   7.215240          Unf   0.000000  6.173786    7.516977
## 1869          GLQ   6.805723          Unf   0.000000  5.942799    7.156956
## 1870          GLQ   6.771936          Unf   0.000000  5.948035    7.134891
## 1871          GLQ   3.218876          Unf   0.000000  7.296413    7.312553
## 1872          Unf   0.000000          Unf   0.000000  6.558198    6.558198
## 1873          GLQ   6.685861          Unf   0.000000  6.476972    7.279319
## 1874          ALQ   6.628041          Unf   0.000000  5.463832    6.898715
## 1875          GLQ   6.857514          Unf   0.000000  6.242223    7.288928
## 1876          GLQ   6.408529          Unf   0.000000  5.777652    6.834109
## 1877          GLQ   7.138867          Unf   0.000000  5.153292    7.266827
## 1878          GLQ   3.218876          Unf   0.000000  7.292337    7.308543
## 1879          GLQ   6.439350          Unf   0.000000  5.645447    6.811244
## 1880          ALQ   6.566672          BLQ   4.290459  4.890349    6.818924
## 1881          GLQ   7.118826          Unf   0.000000  5.817111    7.358831
## 1882          Unf   0.000000          Unf   0.000000  6.974479    6.974479
## 1883          Unf   0.000000          Unf   0.000000  6.734592    6.734592
## 1884          Unf   0.000000          Unf   0.000000  6.851185    6.851185
## 1885          GLQ   7.128496          Unf   0.000000  5.379897    7.288244
## 1886          GLQ   7.215975          Unf   0.000000  6.137727    7.508239
## 1887          GLQ   7.013915          Unf   0.000000  5.726848    7.257003
## 1888          GLQ   7.299121          Unf   0.000000  4.615121    7.364547
## 1889          Unf   0.000000          Unf   0.000000  6.411818    6.411818
## 1890          GLQ   5.991465          Unf   0.000000  6.423247    6.922644
## 1891          GLQ   6.306275          Unf   0.000000  0.000000    6.306275
## 1892          LwQ   5.808142          Rec   5.497168  5.710427    6.776507
## 1893          Rec   6.983790          Unf   0.000000  0.000000    6.983790
## 1894          Unf   0.000000          Unf   0.000000  7.425954    7.425954
## 1895          Rec   6.304449          Unf   0.000000  6.405228    7.048386
## 1896          Rec   6.440947          Unf   0.000000  4.553877    6.580639
## 1897          LwQ   6.725034          Unf   0.000000  0.000000    6.725034
## 1898          Unf   0.000000          Unf   0.000000  6.369901    6.369901
## 1899          Unf   0.000000          Unf   0.000000  6.705639    6.705639
## 1900          Unf   0.000000          Unf   0.000000  6.398595    6.398595
## 1901          ALQ   6.591674          Unf   0.000000  4.727388    6.734592
## 1902          Rec   6.677083          Unf   0.000000  6.175867    7.149917
## 1903          LwQ   5.509388          Unf   0.000000  6.514713    6.825460
## 1904          Rec   5.043425          ALQ   6.543912  5.579730    7.014814
## 1905          LwQ   4.189655          BLQ   6.775366  6.432940    7.353722
## 1906          BLQ   5.746203          Rec   6.230481  5.517453    6.973543
## 1907          LwQ   6.665684          BLQ   6.077642  4.521789    7.178545
## 1908          Unf   0.000000          Unf   0.000000  6.248043    6.248043
## 1909          ALQ   6.156979          Unf   0.000000  4.510860    6.331502
## 1910          Unf   0.000000          Unf   0.000000  6.331502    6.331502
## 1911          ALQ   6.120297          Unf   0.000000  4.779123    6.350886
## 1912          GLQ   6.689599          ALQ   6.040255  6.366470    7.497762
## 1913          Unf   0.000000          Unf   0.000000  6.634633    6.634633
## 1914          Unf   0.000000          Unf   0.000000  6.350886    6.350886
## 1915          GLQ   7.297768          Unf   0.000000  4.795791    7.375882
## 1917          ALQ   6.100319          BLQ   5.525453  6.023448    7.010312
## 1918          ALQ   6.643790          Unf   0.000000  4.912655    6.805723
## 1919          GLQ   6.735780          LwQ   4.762174  0.000000    6.864848
## 1920          BLQ   4.025352          Unf   0.000000  7.331715    7.367077
## 1921          GLQ   7.472501          Unf   0.000000  6.070738    7.692113
## 1922          GLQ   7.017506          Unf   0.000000  6.267201    7.403670
## 1923          ALQ   6.137727          Unf   0.000000  5.525453    6.569481
## 1924          GLQ   6.807935          ALQ   6.437752  4.770685    7.406103
## 1925          Unf   0.000000          Unf   0.000000  6.816736    6.816736
## 1926          GLQ   7.403061          Unf   0.000000  5.826000    7.590347
## 1927          ALQ   6.278521          Unf   0.000000  6.167516    6.916715
## 1928          BLQ   6.388561          Unf   0.000000  6.388561    7.080868
## 1929          GLQ   6.580639          BLQ   4.343805  0.000000    6.680855
## 1930          Rec   4.744932          GLQ   5.602119  0.000000    5.953243
## 1931          GLQ   6.577861          LwQ   4.709530  0.000000    6.720220
## 1932          ALQ   5.802118          Unf   0.000000  5.686975    6.437752
## 1933          BLQ   6.208590          LwQ   5.666427  0.000000    6.665684
## 1934          BLQ   6.561031          Unf   0.000000  5.398163    6.831954
## 1935          ALQ   6.167516          Unf   0.000000  5.323010    6.523562
## 1936          GLQ   6.747587          Unf   0.000000  4.330733    6.831954
## 1937          Rec   4.934474          Unf   0.000000  6.658011    6.821107
## 1938          GLQ   6.111467          Unf   0.000000  6.801283    7.207119
## 1939          GLQ   6.487684          Unf   0.000000  6.916715    7.417580
## 1940          Unf   0.000000          Unf   0.000000  7.155396    7.155396
## 1941          Unf   0.000000          Unf   0.000000  6.838405    6.838405
## 1942          ALQ   6.224558          Unf   0.000000  5.808142    6.729824
## 1943          GLQ   5.768321          Unf   0.000000  6.926577    7.198931
## 1944          GLQ   2.833213          Unf   0.000000  7.050123    7.063904
## 1945          GLQ   7.198931          Unf   0.000000  6.306275    7.541683
## 1947          GLQ   6.942157          Unf   0.000000  6.517671    7.444833
## 1948          Unf   0.000000          Unf   0.000000  7.305860    7.305860
## 1949          GLQ   6.891626          Unf   0.000000  6.541030    7.424165
## 1950          GLQ   6.617403          Unf   0.000000  6.242223    7.139660
## 1951          GLQ   7.095893          Rec   5.231109  6.487684    7.625107
## 1952          ALQ   6.762730          LwQ   6.109248  6.152733    7.486053
## 1953          ALQ   6.792344          Rec   3.891820  5.613128    7.100027
## 1954          Unf   0.000000          Unf   0.000000  6.605298    6.605298
## 1955          BLQ   5.638355          Unf   0.000000  6.089045    6.580639
## 1956          ALQ   6.896694          Unf   0.000000  6.070738    7.259116
## 1957          Unf   0.000000          Unf   0.000000  7.275865    7.275865
## 1958          GLQ   6.931472          Unf   0.000000  5.365976    7.120444
## 1959          Unf   0.000000          Unf   0.000000  6.799056    6.799056
## 1960          Rec   5.533389          Unf   0.000000  6.529419    6.842683
## 1961          Rec   4.787492          ALQ   6.419995  4.890349    6.762730
## 1962          LwQ   6.129050          Unf   0.000000  3.258097    6.182085
## 1963          LwQ   6.182085          Unf   0.000000  0.000000    6.182085
## 1964          Rec   5.860786          Unf   0.000000  5.638355    6.447306
## 1965          ALQ   5.659482          LwQ   5.686975  5.620401    6.752270
## 1966          ALQ   5.937536          Unf   0.000000  6.519147    6.962243
## 1967          GLQ   6.920672          Unf   0.000000  6.347389    7.367077
## 1968          GLQ   7.455298          BLQ   6.206576  5.278115    7.791110
## 1969          GLQ   7.226936          Unf   0.000000  6.356108    7.576097
## 1970          GLQ   7.259116          Unf   0.000000  6.066108    7.523481
## 1971          GLQ   6.987490          Unf   0.000000  6.289716    7.390799
## 1972          GLQ   7.130899          Unf   0.000000  5.111988    7.254885
## 1973          GLQ   3.713572          Unf   0.000000  6.812345    6.855409
## 1974          GLQ   6.753438          Unf   0.000000  5.680173    7.046647
## 1975          GLQ   7.722235          Unf   0.000000  5.631212    7.838343
## 1976          GLQ   7.047517          Unf   0.000000  6.120297    7.380256
## 1977          GLQ   6.981006          Unf   0.000000  6.003887    7.299797
## 1978          Unf   0.000000          Unf   0.000000  7.476472    7.476472
## 1979          GLQ   5.921578          Unf   0.000000  7.304516    7.527794
## 1980          GLQ   3.044522          Unf   0.000000  7.206377    7.221105
## 1981          GLQ   7.094235          Unf   0.000000  6.391917    7.496097
## 1982          GLQ   6.741701          Unf   0.000000  6.208590    7.202661
## 1983          GLQ   3.218876          Unf   0.000000  7.184629    7.202661
## 1984          Unf   0.000000          Unf   0.000000  6.639876    6.639876
## 1985          GLQ   6.979145          Unf   0.000000  5.837730    7.255591
## 1986          GLQ   6.992096          Unf   0.000000  5.726848    7.239933
## 1987          Unf   0.000000          Unf   0.000000  7.044905    7.044905
## 1988          Unf   0.000000          Unf   0.000000  6.672033    6.672033
## 1989          Unf   0.000000          Unf   0.000000  6.734592    6.734592
## 1990          Unf   0.000000          Unf   0.000000  6.742881    6.742881
## 1991          GLQ   6.776507          Unf   0.000000  6.163315    7.208600
## 1992          GLQ   6.300786          Unf   0.000000  6.084499    6.890609
## 1993          Unf   0.000000          Unf   0.000000  6.562444    6.562444
## 1994          GLQ   6.769642          Unf   0.000000  5.123964    6.945051
## 1995          Unf   0.000000          Unf   0.000000  6.723832    6.723832
## 1996          Unf   0.000000          Unf   0.000000  7.068172    7.068172
## 1997          Unf   0.000000          Unf   0.000000  7.326466    7.326466
## 1998          GLQ   7.415175          Unf   0.000000  5.777652    7.592366
## 1999          GLQ   6.747587          Unf   0.000000  5.365976    6.970730
## 2000          Unf   0.000000          Unf   0.000000  7.125283    7.125283
## 2001          BLQ   5.433722          GLQ   6.748760  0.000000    6.985642
## 2002          GLQ   7.000334          Unf   0.000000  6.180017    7.364547
## 2003          Unf   0.000000          Unf   0.000000  7.201916    7.201916
## 2004          GLQ   6.593045          Unf   0.000000  5.424950    6.862758
## 2005          GLQ   6.502790          Unf   0.000000  6.678342    7.286876
## 2006          GLQ   3.218876          Unf   0.000000  7.200425    7.218177
## 2007          Unf   0.000000          Unf   0.000000  7.415175    7.415175
## 2008          GLQ   6.805723          Unf   0.000000  5.758902    7.105786
## 2009          GLQ   4.394449          ALQ   6.320768  5.303305    6.728629
## 2010          Unf   0.000000          Unf   0.000000  6.728629    6.728629
## 2011          GLQ   4.394449          Unf   0.000000  6.999422    7.069874
## 2012          Unf   0.000000          Unf   0.000000  7.058758    7.058758
## 2013          GLQ   5.894403          Unf   0.000000  5.973810    6.626718
## 2014          GLQ   6.401917          Unf   0.000000  5.652489    6.787845
## 2015          GLQ   6.287859          Unf   0.000000  5.690359    6.725034
## 2016          GLQ   6.159095          Unf   0.000000  5.874931    6.719013
## 2017          GLQ   5.986452          Unf   0.000000  6.086775    6.729824
## 2018          BLQ   3.988984          ALQ   6.684612  4.890349    6.892642
## 2019          ALQ   6.639876          Unf   0.000000  4.615121    6.762730
## 2020          ALQ   6.792344          Unf   0.000000  0.000000    6.792344
## 2021          ALQ   6.194405          Unf   0.000000  5.929589    6.762730
## 2022          ALQ   6.685861          Unf   0.000000  6.447306    7.266129
## 2023          LwQ   5.252273          ALQ   6.699500  0.000000    6.909753
## 2024          ALQ   6.558198          Unf   0.000000  5.424950    6.836259
## 2025          BLQ   6.255750          Unf   0.000000  7.192182    7.522400
## 2026          GLQ   3.218876          Unf   0.000000  7.100027    7.119636
## 2027          GLQ   5.968708          Unf   0.000000  5.351858    6.398595
## 2028          Unf   0.000000          Unf   0.000000  6.536692    6.536692
## 2029          GLQ   6.311735          Unf   0.000000  5.273000    6.613384
## 2030          GLQ   6.935370          Unf   0.000000  6.376727    7.387090
## 2031          GLQ   6.912743          Unf   0.000000  5.726848    7.178545
## 2032          GLQ   6.872128          Unf   0.000000  6.122493    7.258412
## 2033          GLQ   7.040536          Unf   0.000000  6.033086    7.351158
## 2034          GLQ   6.398595          Unf   0.000000  4.290459    6.511745
## 2035          GLQ   6.525030          Unf   0.000000  5.181784    6.755769
## 2036          GLQ   6.418365          Unf   0.000000  5.855072    6.867974
## 2037          GLQ   6.701960          Unf   0.000000  4.997212    6.867974
## 2038          BLQ   4.859812          GLQ   6.736967  0.000000    6.878326
## 2039          LwQ   6.329721          GLQ   6.508769  0.000000    7.115582
## 2040          GLQ   6.018593          Unf   0.000000  6.371612    6.902743
## 2041          GLQ   6.951772          Rec   5.948035  0.000000    7.263330
## 2042          Unf   0.000000          Unf   0.000000  6.859615    6.859615
## 2043          GLQ   6.720220          Unf   0.000000  6.396930    7.264030
## 2044          Rec   5.710427          Unf   0.000000  7.272398    7.462215
## 2045          ALQ   6.403574          BLQ   5.686975  6.584791    7.390799
## 2046          Unf   0.000000          Unf   0.000000  7.393878    7.393878
## 2047          LwQ   6.597146          Unf   0.000000  0.000000    6.597146
## 2048          ALQ   5.564520          Rec   6.124683  5.283204    6.816736
## 2049          Unf   0.000000          Unf   0.000000  7.455298    7.455298
## 2050          ALQ   6.369901          Unf   0.000000  5.493061    6.716595
## 2051         None   0.000000         None   0.000000  0.000000    0.000000
## 2052          Unf   0.000000          Unf   0.000000  7.016610    7.016610
## 2053          BLQ   6.270988          Unf   0.000000  6.381816    7.020191
## 2054          Rec   4.795791          Unf   0.000000  5.433722    5.855072
## 2055          Rec   6.490724          Unf   0.000000  6.459904    7.167809
## 2056          BLQ   3.496508          Rec   5.733341  5.451038    6.350886
## 2057          LwQ   6.276643          Unf   0.000000  6.226537    6.944087
## 2058          BLQ   6.356108          Unf   0.000000  6.272877    7.007601
## 2059          ALQ   6.432940          LwQ   3.970292  6.222576    7.070724
## 2060          ALQ   6.960348          Unf   0.000000  5.278115    7.130099
## 2061          LwQ   6.865891          Unf   0.000000  6.082219    7.241366
## 2062          Rec   6.652863          Unf   0.000000  5.802118    7.007601
## 2063          Rec   5.003946          Unf   0.000000  6.350886    6.580639
## 2064          Rec   6.216606          LwQ   5.283204  6.124683    7.050123
## 2065          BLQ   6.437752          LwQ   4.859812  5.451038    6.892642
## 2066          Unf   0.000000          Unf   0.000000  6.906755    6.906755
## 2067         None   0.000000         None   0.000000  0.000000    0.000000
## 2068          Unf   0.000000          Unf   0.000000  7.509335    7.509335
## 2069         None   0.000000         None   0.000000  0.000000    0.000000
## 2070          Unf   0.000000          Unf   0.000000  6.617403    6.617403
## 2071          Unf   0.000000          Unf   0.000000  6.511745    6.511745
## 2072          Unf   0.000000          Unf   0.000000  6.794587    6.794587
## 2073          Rec   6.613384          Unf   0.000000  5.129899    6.816736
## 2074          BLQ   6.458338          Unf   0.000000  6.516193    7.180070
## 2075          GLQ   6.548219          Unf   0.000000  5.953243    6.986566
## 2076          LwQ   6.070738          Unf   0.000000  6.098074    6.776507
## 2077          BLQ   6.167516          Rec   6.192362  5.680173    7.136483
## 2078          BLQ   6.255750          Rec   5.768321  5.241747    6.935370
## 2079          ALQ   5.755742          Unf   0.000000  6.118097    6.645091
## 2080          Unf   0.000000          Unf   0.000000  6.842683    6.842683
## 2081          Rec   6.513230          Unf   0.000000  5.204007    6.751101
## 2082          Unf   0.000000          Unf   0.000000  7.496097    7.496097
## 2083          GLQ   5.916202          Unf   0.000000  5.988961    6.645091
## 2084          Unf   0.000000          Unf   0.000000  6.716595    6.716595
## 2085          Unf   0.000000          Unf   0.000000  7.019297    7.019297
## 2086          GLQ   4.574711          Unf   0.000000  4.574711    5.262690
## 2087          Unf   0.000000          Unf   0.000000  6.660575    6.660575
## 2088          Unf   0.000000          Unf   0.000000  6.523562    6.523562
## 2089          Unf   0.000000          Unf   0.000000  6.511745    6.511745
## 2090          Unf   0.000000          Unf   0.000000  6.591674    6.591674
## 2091          Unf   0.000000          Unf   0.000000  6.720220    6.720220
## 2092          Unf   0.000000          Unf   0.000000  6.687109    6.687109
## 2093          Rec   5.888878          Unf   0.000000  6.357842    6.842683
## 2094          Unf   0.000000          Unf   0.000000  6.837333    6.837333
## 2095          BLQ   6.381816          Unf   0.000000  5.686975    6.785588
## 2096          Unf   0.000000          Unf   0.000000  6.177944    6.177944
## 2097          Unf   0.000000          Unf   0.000000  6.529419    6.529419
## 2098          Rec   6.100319          Unf   0.000000  6.131226    6.807935
## 2099          Unf   0.000000          Unf   0.000000  6.011267    6.011267
## 2100          Unf   0.000000          Unf   0.000000  6.107023    6.107023
## 2101          Unf   0.000000          Unf   0.000000  6.682109    6.682109
## 2102          BLQ   4.762174          Unf   0.000000  6.232448    6.437752
## 2103          Unf   0.000000          Unf   0.000000  5.849325    5.849325
## 2104          Rec   5.459586          Unf   0.000000  6.606650    6.881411
## 2105          Unf   0.000000          Unf   0.000000  6.350886    6.350886
## 2106          Unf   0.000000          Unf   0.000000  6.584791    6.584791
## 2107          Unf   0.000000          Unf   0.000000  7.180831    7.180831
## 2108          Rec   5.303305          Unf   0.000000  6.665684    6.892642
## 2109          Unf   0.000000          Unf   0.000000  6.768493    6.768493
## 2110          LwQ   6.008813          BLQ   5.613128  5.799093    6.916715
## 2111          Unf   0.000000          Unf   0.000000  6.511745    6.511745
## 2112          Rec   5.170484          Unf   0.000000  6.745236    6.932448
## 2113          ALQ   6.398595          Unf   0.000000  4.290459    6.511745
## 2114          Unf   0.000000          Unf   0.000000  6.318968    6.318968
## 2115          ALQ   6.257668          Unf   0.000000  6.133398    6.889591
## 2116          Unf   0.000000          Unf   0.000000  6.856462    6.856462
## 2117          Rec   5.308268          LwQ   5.093750  6.137727    6.716595
## 2118          LwQ   5.579730          Unf   0.000000  6.165418    6.606650
## 2119          Unf   0.000000          Unf   0.000000  6.900731    6.900731
## 2120          ALQ   4.234107          Unf   0.000000  6.210600    6.338594
## 2122          BLQ   4.394449          Unf   0.000000  6.437752    6.558198
## 2123         None   0.000000         None   0.000000  0.000000    0.000000
## 2124          Rec   5.707110          LwQ   5.484797  6.109248    6.897705
## 2125          LwQ   5.318120          Unf   0.000000  6.800170    7.003974
## 2126          Unf   0.000000          Unf   0.000000  6.698268    6.698268
## 2127          Rec   5.283204          Unf   0.000000  6.953684    7.125283
## 2128          Unf   0.000000          Unf   0.000000  6.680855    6.680855
## 2129          Unf   0.000000          Unf   0.000000  6.645091    6.645091
## 2130          Rec   5.921578          Unf   0.000000  5.983936    6.645091
## 2131          Unf   0.000000          Unf   0.000000  7.149132    7.149132
## 2132          Unf   0.000000          Unf   0.000000  6.781058    6.781058
## 2133          Unf   0.000000          Unf   0.000000  6.947937    6.947937
## 2134          Rec   4.804021          Unf   0.000000  6.473891    6.645091
## 2135          Unf   0.000000          Unf   0.000000  6.113682    6.113682
## 2136          Unf   0.000000          Unf   0.000000  6.285998    6.285998
## 2137          Unf   0.000000          Unf   0.000000  6.953684    6.953684
## 2138          ALQ   6.665684          Unf   0.000000  5.288267    6.889591
## 2139          ALQ   6.270988          Unf   0.000000  6.175867    6.916715
## 2140          ALQ   6.632002          Unf   0.000000  5.459586    6.900731
## 2141          ALQ   6.111467          Unf   0.000000  0.000000    6.111467
## 2142          BLQ   5.402677          Unf   0.000000  6.748760    6.979145
## 2143          LwQ   4.653960          ALQ   6.863803  0.000000    6.966967
## 2144          BLQ   7.170888          Unf   0.000000  0.000000    7.170888
## 2145          GLQ   6.453625          Unf   0.000000  5.789960    6.867974
## 2146          GLQ   6.655440          Unf   0.000000  5.361292    6.896694
## 2147          Rec   6.896694          Unf   0.000000  0.000000    6.896694
## 2148          ALQ   5.820083          Unf   0.000000  5.484797    6.357842
## 2149          ALQ   6.558198          Unf   0.000000  5.081404    6.762730
## 2150          GLQ   6.396930          Unf   0.000000  6.830874    7.329750
## 2151          Unf   0.000000          Unf   0.000000  6.347389    6.347389
## 2153          Rec   6.769642          Unf   0.000000  6.461468    7.319865
## 2154          GLQ   6.762730          Unf   0.000000  0.000000    6.762730
## 2155          Rec   5.783825          Unf   0.000000  5.697093    6.432940
## 2156          LwQ   6.659294          Unf   0.000000  5.700444    6.982863
## 2157          GLQ   7.148346          Unf   0.000000  5.805135    7.379632
## 2158          GLQ   5.874931          Unf   0.000000  6.126869    6.700731
## 2159          Unf   0.000000          Unf   0.000000  6.511745    6.511745
## 2160          Unf   0.000000          Unf   0.000000  6.444131    6.444131
## 2161          Unf   0.000000          Unf   0.000000  7.387709    7.387709
## 2162          GLQ   7.643004          Unf   0.000000  5.231109    7.728416
## 2163          GLQ   7.050989          Unf   0.000000  6.395262    7.468513
## 2164          GLQ   6.647688          Unf   0.000000  6.448889    7.245655
## 2165          LwQ   5.572154          ALQ   6.584791  5.288267    7.075809
## 2166          GLQ   6.583409          Unf   0.000000  5.594711    6.898715
## 2167          GLQ   7.177019          Unf   0.000000  4.709530    7.257708
## 2168          GLQ   6.535241          Unf   0.000000  5.176150    6.762730
## 2169          GLQ   6.269096          Unf   0.000000  5.545177    6.663133
## 2170          GLQ   6.498282          Unf   0.000000  5.583496    6.834109
## 2171          ALQ   6.661855          Unf   0.000000  4.430817    6.762730
## 2172          ALQ   5.686975          Unf   0.000000  6.663133    6.981935
## 2173          Rec   4.488636          ALQ   6.391917  5.198497    6.762730
## 2174          Unf   0.000000          Unf   0.000000  7.137278    7.137278
## 2175          GLQ   7.085901          Unf   0.000000  5.099866    7.213768
## 2176          GLQ   7.338888          Unf   0.000000  5.484797    7.483807
## 2177          Unf   0.000000          Unf   0.000000  7.029973    7.029973
## 2178          Unf   0.000000          Unf   0.000000  6.746412    6.746412
## 2179          GLQ   6.496775          Unf   0.000000  5.231109    6.744059
## 2180          GLQ   7.374002          LwQ   5.093750  4.430817    7.516977
## 2181          GLQ   3.218876          Unf   0.000000  7.259820    7.276556
## 2182          GLQ   4.043051          Unf   0.000000  7.319202    7.355641
## 2183          GLQ   3.218876          Unf   0.000000  7.191429    7.209340
## 2184          Rec   6.413459          Unf   0.000000  6.182085    6.996681
## 2185          ALQ   6.124683          Unf   0.000000  0.000000    6.124683
## 2186          BLQ   6.941190          Unf   0.000000  4.553877    7.028201
## 2187          ALQ   5.910797          Rec   4.795791  6.295266    6.937314
## 2188          ALQ   5.666427          Unf   0.000000  5.983936    6.529419
## 2190         None   0.000000         None   0.000000  0.000000    0.000000
## 2191         None   0.000000         None   0.000000  0.000000    0.000000
## 2192          ALQ   6.665684          Unf   0.000000  0.000000    6.665684
## 2193          Unf   0.000000          Unf   0.000000  6.373320    6.373320
## 2194         None   0.000000         None   0.000000  0.000000    0.000000
## 2195          Rec   6.643790          Unf   0.000000  4.976734    6.815640
## 2196          Unf   0.000000          Unf   0.000000  6.033086    6.033086
## 2197          ALQ   5.416100          Unf   0.000000  6.587550    6.856462
## 2198          Unf   0.000000          Unf   0.000000  7.113956    7.113956
## 2199          ALQ   5.641907          Rec   6.522093  0.000000    6.867974
## 2200          BLQ   5.940171          Unf   0.000000  5.583496    6.469250
## 2201          Unf   0.000000          Unf   0.000000  6.517671    6.517671
## 2202          ALQ   6.008813          Unf   0.000000  5.973810    6.683361
## 2203          Unf   0.000000          Unf   0.000000  6.665684    6.665684
## 2204          BLQ   6.408529          Unf   0.000000  5.820083    6.849066
## 2205          Unf   0.000000          Unf   0.000000  6.785588    6.785588
## 2206          Rec   6.216606          Unf   0.000000  6.383507    6.995766
## 2207          LwQ   5.351858          Unf   0.000000  5.988961    6.411818
## 2208          GLQ   6.077642          Unf   0.000000  5.986452    6.725034
## 2209          Rec   7.018402          Unf   0.000000  6.663133    7.549083
## 2210          GLQ   5.905362          Unf   0.000000  5.017280    6.248043
## 2211          Rec   5.703782          GLQ   3.713572  6.320768    6.796824
## 2212          Unf   0.000000          Unf   0.000000  6.580639    6.580639
## 2213          Unf   0.000000          Unf   0.000000  6.660575    6.660575
## 2214          Rec   5.552960          Unf   0.000000  5.908083    6.437752
## 2215          Unf   0.000000          Unf   0.000000  6.255750    6.255750
## 2216          ALQ   5.802118          Unf   0.000000  6.711740    7.049255
## 2218          Unf   0.000000          Unf   0.000000  5.159055    5.159055
## 2219          Unf   0.000000          Unf   0.000000  5.877736    5.877736
## 2220          Unf   0.000000          Unf   0.000000  6.385194    6.385194
## 2221          GLQ   7.297768          Unf   0.000000  4.795791    7.375882
## 2222          GLQ   7.296413          Unf   0.000000  4.795791    7.374629
## 2223          GLQ   6.552508          Unf   0.000000  7.039660    7.518064
## 2224          Unf   0.000000          Unf   0.000000  6.814543    6.814543
## 2225         None   0.000000         None   0.000000  0.000000    0.000000
## 2226          ALQ   7.232733          Unf   0.000000  5.697093    7.427144
## 2227          GLQ   6.795706          Unf   0.000000  5.953243    7.153052
## 2228          GLQ   6.944087          Unf   0.000000  6.180017    7.325808
## 2229          GLQ   6.647688          Unf   0.000000  5.017280    6.825460
## 2230          Unf   0.000000          Unf   0.000000  5.866468    5.866468
## 2231          Unf   0.000000          Unf   0.000000  6.680855    6.680855
## 2232          Unf   0.000000          Unf   0.000000  7.310550    7.310550
## 2233          GLQ   6.825460          Rec   4.110874  5.624018    7.136483
## 2234          GLQ   6.937314          Unf   0.000000  6.001415    7.267525
## 2235          GLQ   7.109879          Unf   0.000000  6.095825    7.418781
## 2236          GLQ   6.919684          Unf   0.000000  6.773080    7.541683
## 2237          GLQ   7.360104          Unf   0.000000  5.976351    7.583248
## 2238          GLQ   7.177782          Unf   0.000000  3.583519    7.204149
## 2239          Unf   0.000000          Unf   0.000000  6.996681    6.996681
## 2240          GLQ   6.762730          Unf   0.000000  5.786897    7.081709
## 2241          ALQ   6.763885          LwQ   5.513429  4.488636    7.090910
## 2242          GLQ   6.646391          Unf   0.000000  5.605802    6.947937
## 2243          ALQ   5.765191          Unf   0.000000  5.451038    6.311735
## 2244          GLQ   6.218600          Unf   0.000000  3.258097    6.267201
## 2245          GLQ   6.082219          Unf   0.000000  3.258097    6.137727
## 2246          ALQ   6.666957          Unf   0.000000  5.796058    7.015712
## 2247          GLQ   5.883322          Unf   0.000000  5.241747    6.304449
## 2248          GLQ   6.282267          Unf   0.000000  5.645447    6.705639
## 2249          GLQ   6.459904          Unf   0.000000  5.337538    6.740519
## 2250          ALQ   6.473891          Unf   0.000000  5.384495    6.762730
## 2252          BLQ   6.732211          Unf   0.000000  6.620073    7.370231
## 2253          Unf   0.000000          Unf   0.000000  5.953243    5.953243
## 2254          LwQ   5.231109          Unf   0.000000  5.332719    5.973810
## 2255          ALQ   6.770789          Unf   0.000000  3.970292    6.828712
## 2256          Rec   6.028279          Unf   0.000000  5.627621    6.539586
## 2257          Unf   0.000000          Unf   0.000000  6.844815    6.844815
## 2258          Unf   0.000000          Unf   0.000000  7.063904    7.063904
## 2259          Unf   0.000000          Unf   0.000000  6.806829    6.806829
## 2260          BLQ   6.311735          Unf   0.000000  6.624065    7.172425
## 2261          GLQ   5.517453          Unf   0.000000  6.823286    7.062192
## 2262          GLQ   6.831954          Unf   0.000000  5.958425    7.180070
## 2263          GLQ   6.894670          Unf   0.000000  5.099866    7.047517
## 2264          GLQ   7.004882          Unf   0.000000  7.352441    7.886457
## 2265          ALQ   6.954639          Unf   0.000000  3.988984    7.003974
## 2266          GLQ   6.682109          Unf   0.000000  6.704414    7.385851
## 2267          GLQ   7.351800          Unf   0.000000  6.496775    7.705713
## 2268          GLQ   7.050123          Unf   0.000000  6.381816    7.463363
## 2269          GLQ   5.549076          Unf   0.000000  6.936343    7.158514
## 2270          ALQ   5.774552          Unf   0.000000  6.003887    6.587550
## 2271          GLQ   7.192182          Unf   0.000000  5.308268    7.333023
## 2272          ALQ   6.632002          Unf   0.000000  3.135494    6.660575
## 2273          ALQ   6.661855          Unf   0.000000  5.921578    7.050989
## 2274          GLQ   6.806829          Unf   0.000000  5.877736    7.138867
## 2275          ALQ   6.200509          BLQ   4.804021  6.920672    7.393878
## 2276          GLQ   6.437752          Rec   6.405228  0.000000    7.113956
## 2277          ALQ   6.837333          LwQ   5.036953  0.000000    6.989335
## 2278          ALQ   6.340359          Unf   0.000000  5.886104    6.830874
## 2279          ALQ   4.406719          GLQ   6.429719  5.370638    6.818924
## 2280          ALQ   5.752573          Unf   0.000000  6.398595    6.818924
## 2281          Unf   0.000000          Unf   0.000000  7.198931    7.198931
## 2282          GLQ   6.836259          Unf   0.000000  6.165418    7.248504
## 2283          ALQ   5.746203          Unf   0.000000  5.365976    6.265301
## 2284          Unf   0.000000          Unf   0.000000  6.511745    6.511745
## 2285          GLQ   6.450470          Unf   1.945910  6.049733    6.967909
## 2286          BLQ   6.587550          Unf   0.000000  5.575949    6.896694
## 2287          GLQ   7.049255          Unf   0.000000  6.461468    7.490529
## 2288          Unf   0.000000          Unf   0.000000  7.435438    7.435438
## 2289          GLQ   7.325808          Unf   0.000000  6.381816    7.653969
## 2290          GLQ   7.173958          Unf   0.000000  6.447306    7.567863
## 2291          Unf   0.000000          Unf   0.000000  7.011214    7.011214
## 2292          GLQ   7.266129          Unf   0.000000  6.336826    7.598399
## 2293          GLQ   7.502738          Unf   0.000000  6.608001    7.845024
## 2294          Unf   0.000000          Unf   0.000000  7.441320    7.441320
## 2295          GLQ   7.429521          Unf   0.000000  6.456770    7.749753
## 2296          Unf   0.000000          Unf   0.000000  7.367077    7.367077
## 2297          GLQ   6.658011          Unf   0.000000  4.948760    6.823286
## 2298          Unf   0.000000          Unf   0.000000  7.497207    7.497207
## 2299          Unf   0.000000          Unf   0.000000  7.442493    7.442493
## 2300          GLQ   6.844815          Unf   0.000000  5.940171    7.183871
## 2301          GLQ   6.507278          Unf   0.000000  5.424950    6.797940
## 2302          GLQ   7.072422          Unf   0.000000  6.079933    7.387090
## 2303          GLQ   4.787492          Unf   0.000000  7.379632    7.451242
## 2304          Unf   0.000000          Unf   0.000000  7.169350    7.169350
## 2305          ALQ   6.765039          Unf   0.000000  6.079933    7.172425
## 2306          ALQ   6.938284          Unf   0.000000  5.609472    7.172425
## 2307          ALQ   6.637258          Unf   0.000000  6.398595    7.217443
## 2308          GLQ   3.218876          Unf   0.000000  7.333676    7.349231
## 2309          GLQ   6.744059          Unf   0.000000  6.593045    7.363914
## 2310          GLQ   3.218876          Unf   0.000000  7.170888    7.189168
## 2311          GLQ   6.908755          Unf   0.000000  6.006353    7.248504
## 2312          Unf   0.000000          Unf   0.000000  6.645091    6.645091
## 2313          Unf   0.000000          Unf   0.000000  6.645091    6.645091
## 2314          Unf   0.000000          Unf   0.000000  6.411818    6.411818
## 2315          Unf   0.000000          Unf   0.000000  6.605298    6.605298
## 2316          Unf   0.000000          Unf   0.000000  6.549651    6.549651
## 2317          GLQ   6.823286          Unf   0.000000  6.013715    7.190676
## 2318          Unf   0.000000          Unf   0.000000  6.624065    6.624065
## 2319          Unf   0.000000          Unf   0.000000  6.591674    6.591674
## 2320          Unf   0.000000          Unf   0.000000  7.128496    7.128496
## 2321          GLQ   6.989335          Unf   0.000000  5.777652    7.249215
## 2322          Unf   0.000000          Unf   0.000000  7.144407    7.144407
## 2323          GLQ   6.659294          Unf   0.000000  4.043051    6.728629
## 2324          GLQ   5.262690          Unf   0.000000  5.262690    5.953243
## 2325          Unf   0.000000          Unf   0.000000  7.320527    7.320527
## 2326          Unf   0.000000          Unf   0.000000  5.953243    5.953243
## 2327          Unf   0.000000          Unf   0.000000  6.742881    6.742881
## 2328          GLQ   6.354370          Unf   0.000000  5.638355    6.751101
## 2329          GLQ   6.255750          Unf   0.000000  5.981414    6.820016
## 2330          Unf   0.000000          Unf   0.000000  6.848005    6.848005
## 2331          GLQ   7.074963          Unf   0.000000  6.395262    7.484369
## 2332          GLQ   6.511745          Unf   0.000000  6.602588    7.250636
## 2333          GLQ   6.955593          Unf   0.000000  5.834811    7.237059
## 2334          Unf   0.000000          Unf   0.000000  6.972606    6.972606
## 2335          GLQ   5.817111          Unf   0.000000  6.647688    7.008505
## 2336          GLQ   7.111512          Unf   0.000000  4.615121    7.189922
## 2337          Unf   0.000000          Unf   0.000000  7.222566    7.222566
## 2338          GLQ   7.107425          Unf   0.000000  5.777652    7.341484
## 2339          GLQ   3.367296          Unf   0.000000  7.311218    7.329750
## 2340          GLQ   7.360740          Unf   0.000000  5.978886    7.584265
## 2341          Unf   0.000000          Unf   0.000000  7.332369    7.332369
## 2342          GLQ   6.646391          Unf   0.000000  6.646391    7.338888
## 2343          GLQ   6.658011          Unf   0.000000  6.575076    7.309881
## 2344          Unf   0.000000          Unf   0.000000  6.890609    6.890609
## 2345          Unf   0.000000          Unf   0.000000  7.172425    7.172425
## 2346          GLQ   3.218876          Unf   0.000000  7.181592    7.199678
## 2347          Unf   0.000000          Unf   0.000000  7.197435    7.197435
## 2348          GLQ   5.860786          Unf   0.000000  6.304449    6.799056
## 2349          Unf   0.000000          Unf   0.000000  6.587550    6.587550
## 2350          GLQ   6.614726          Unf   0.000000  5.351858    6.862758
## 2351          Unf   0.000000          Unf   0.000000  7.362011    7.362011
## 2352          Unf   0.000000          Unf   0.000000  7.430114    7.430114
## 2353          Unf   0.000000          Unf   0.000000  7.055313    7.055313
## 2354          Unf   0.000000          Unf   0.000000  7.003974    7.003974
## 2355          Unf   0.000000          Unf   0.000000  7.042286    7.042286
## 2356          GLQ   6.593045          Unf   0.000000  5.902633    6.998510
## 2357          Unf   0.000000          Unf   0.000000  7.287561    7.287561
## 2358          ALQ   6.175867          Unf   0.000000  5.953243    6.762730
## 2359          Unf   0.000000          Unf   0.000000  6.447306    6.447306
## 2360          LwQ   4.934474          Rec   5.863631  6.006353    6.796824
## 2361          Rec   6.700731          Unf   0.000000  5.433722    6.947937
## 2362          GLQ   6.590301          Unf   0.000000  6.208590    7.109879
## 2363          ALQ   6.669498          Unf   0.000000  5.525453    6.945051
## 2364          ALQ   6.876265          Unf   0.000000  4.343805    6.951772
## 2365          GLQ   6.747587          Unf   0.000000  6.269096    7.229114
## 2366          GLQ   4.110874          Unf   0.000000  6.986566    7.040536
## 2367          GLQ   4.110874          Unf   0.000000  7.280697    7.321189
## 2368          GLQ   6.843750          Unf   0.000000  6.030685    7.210080
## 2369          Unf   0.000000          Unf   0.000000  7.346655    7.346655
## 2370          GLQ   6.338594          Unf   0.000000  5.192957    6.613384
## 2371          GLQ   6.035481          Unf   0.000000  5.828946    6.629363
## 2372          Unf   0.000000          Unf   0.000000  7.200425    7.200425
## 2373          GLQ   6.872128          Unf   0.000000  4.510860    6.961296
## 2374          GLQ   6.804615          Unf   0.000000  5.768321    7.107425
## 2375          LwQ   6.126869          ALQ   6.945051  0.000000    7.309881
## 2376          GLQ   7.457609          Unf   0.000000  5.602119    7.602401
## 2377          ALQ   7.398174          Rec   6.721426  0.000000    7.808729
## 2378          Unf   0.000000          Unf   0.000000  6.816736    6.816736
## 2379          Rec   6.820016          Unf   0.000000  4.543295    6.916715
## 2380          BLQ   6.881411          Unf   0.000000  0.000000    6.881411
## 2381          ALQ   6.814543          Unf   0.000000  5.955837    7.167038
## 2382          BLQ   5.849325          Unf   0.000000  6.658011    7.025538
## 2383          Unf   0.000000          Unf   0.000000  7.374629    7.374629
## 2384          GLQ   6.709304          Unf   0.000000  5.799093    7.046647
## 2385          ALQ   6.675823          Unf   0.000000  5.710427    6.997596
## 2386          BLQ   6.426488          Rec   5.579730  5.147494    6.959399
## 2387          ALQ   6.163315          BLQ   3.663562  6.082219    6.856462
## 2388         None   0.000000         None   0.000000  0.000000    0.000000
## 2389          Rec   6.084499          LwQ   5.332719  5.525453    6.796824
## 2390          ALQ   5.743003          LwQ   5.123964  5.958425    6.762730
## 2391          ALQ   6.552508          Unf   0.000000  5.579730    6.872128
## 2392          Unf   0.000000          Unf   0.000000  6.796824    6.796824
## 2393          BLQ   6.484635          Unf   0.000000  6.255750    7.069023
## 2394          GLQ   6.204558          Unf   0.000000  6.308098    6.949856
## 2395          ALQ   6.028279          Unf   0.000000  6.068426    6.740519
## 2396          ALQ   4.007333          Rec   6.298949  6.280396    7.030857
## 2397          ALQ   7.234898          Unf   0.000000  5.332719    7.373374
## 2398          LwQ   4.875197          Rec   5.560682  6.073045    6.712956
## 2399          LwQ   5.703782          Unf   0.000000  5.908083    6.502790
## 2400          LwQ   4.976734          Unf   0.000000  5.424950    5.916202
## 2401          BLQ   5.017280          ALQ   6.003887  5.541264    6.695799
## 2402          BLQ   5.910797          Unf   0.000000  6.566672    6.983790
## 2403          Unf   0.000000          Unf   0.000000  7.353082    7.353082
## 2404          GLQ   6.401917          Unf   0.000000  5.257495    6.677083
## 2405          ALQ   6.398595          Unf   0.000000  6.428105    7.105786
## 2406          ALQ   6.773080          Unf   0.000000  4.158883    6.842683
## 2407          GLQ   6.812345          Unf   0.000000  4.615121    6.916715
## 2408          ALQ   5.666427          Unf   0.000000  6.641182    6.960348
## 2409          Unf   0.000000          Unf   0.000000  7.043160    7.043160
## 2410          BLQ   6.505784          Rec   4.934474  6.265301    7.194437
## 2411          Rec   6.240276          Unf   0.000000  6.018593    6.827629
## 2412          Rec   6.660575          Unf   0.000000  6.052089    7.094235
## 2413          Rec   5.666427          Unf   0.000000  6.834109    7.104144
## 2414          BLQ   6.013715          Unf   0.000000  6.124683    6.762730
## 2415          Unf   0.000000          Unf   0.000000  7.353082    7.353082
## 2416          ALQ   6.091310          Unf   0.000000  6.230481    6.855409
## 2417          Rec   4.454347          ALQ   6.862758  0.000000    6.947937
## 2418          Rec   4.744932          ALQ   6.539586  4.795791    6.830874
## 2419          Rec   5.017280          Unf   0.000000  6.947937    7.082549
## 2420          BLQ   6.677083          Unf   0.000000  4.875197    6.828712
## 2421          BLQ   6.390241          Rec   5.872118  5.056246    7.008505
## 2422          Rec   5.680173          Unf   0.000000  6.450470    6.829794
## 2423          Unf   0.000000          Unf   0.000000  6.830874    6.830874
## 2424          LwQ   5.293305          Unf   0.000000  6.926577    7.104144
## 2425          Unf   0.000000          Unf   0.000000  6.502790    6.502790
## 2426          ALQ   6.938284          LwQ   4.204693  4.025352    7.049255
## 2427          Unf   0.000000          Unf   0.000000  6.602588    6.602588
## 2428          Rec   5.493061          ALQ   6.182085  0.000000    6.587550
## 2429          ALQ   5.262690          Unf   0.000000  6.591674    6.825460
## 2430          Rec   6.859615          Unf   0.000000  0.000000    6.859615
## 2431          LwQ   6.070738          Unf   0.000000  6.070738    6.762730
## 2432          GLQ   6.354370          Unf   0.000000  6.146329    6.947937
## 2433          Rec   6.439350          Unf   0.000000  6.302619    7.065613
## 2434          Rec   6.606650          Unf   0.000000  6.222576    7.125283
## 2435          BLQ   7.002156          Rec   5.043425  4.836282    7.228388
## 2436         None   0.000000         None   0.000000  0.000000    0.000000
## 2437          ALQ   4.709530          BLQ   6.093570  5.746203    6.762730
## 2438          ALQ   6.599870          Unf   0.000000  5.093750    6.799056
## 2439          Unf   0.000000          Unf   0.000000  6.746412    6.746412
## 2440          Rec   5.624018          Unf   0.000000  6.345636    6.740519
## 2441          LwQ   6.663133          Unf   0.000000  5.484797    6.930495
## 2442          Unf   0.000000          Unf   0.000000  6.875232    6.875232
## 2443          Unf   0.000000          Unf   0.000000  6.695799    6.695799
## 2444          BLQ   4.875197          Unf   0.000000  6.311735    6.523562
## 2445          LwQ   4.812184          Rec   6.107023  0.000000    6.347389
## 2446          Unf   0.000000          Unf   0.000000  6.981006    6.981006
## 2447          Unf   0.000000          Unf   0.000000  6.587550    6.587550
## 2448          LwQ   5.283204          Rec   5.351858  5.777652    6.591674
## 2449          BLQ   5.129899          Unf   0.000000  6.107023    6.424869
## 2450          BLQ   5.560682          Unf   0.000000  6.504288    6.831954
## 2451          Rec   5.758902          Unf   0.000000  5.918894    6.533789
## 2452          Unf   0.000000          Unf   0.000000  6.709304    6.709304
## 2453         None   0.000000         None   0.000000  0.000000    0.000000
## 2454         None   0.000000         None   0.000000  0.000000    0.000000
## 2455          LwQ   5.762051          Rec   5.429346  5.361292    6.629363
## 2456          Rec   6.814543          Unf   0.000000  0.000000    6.814543
## 2457          Rec   5.726848          Unf   0.000000  6.047372    6.591674
## 2458          Rec   5.624018          Unf   0.000000  5.783825    6.398595
## 2459          Unf   0.000000          Unf   0.000000  6.785588    6.785588
## 2460          LwQ   3.970292          Unf   0.000000  6.697034    6.759255
## 2461          Rec   3.891820          Unf   0.000000  6.437752    6.511745
## 2462          Unf   0.000000          Unf   0.000000  6.874198    6.874198
## 2463          ALQ   5.863631          Unf   0.000000  6.006353    6.629363
## 2464          Unf   0.000000          Unf   0.000000  7.003974    7.003974
## 2465          Unf   0.000000          Unf   0.000000  6.645091    6.645091
## 2466          Unf   0.000000          Unf   0.000000  6.621406    6.621406
## 2467          Rec   5.820083          Unf   0.000000  5.820083    6.511745
## 2468          Unf   0.000000          Unf   0.000000  6.385194    6.385194
## 2469          Unf   0.000000          Unf   0.000000  6.877296    6.877296
## 2470          BLQ   5.929589          Unf   0.000000  5.905362    6.609349
## 2471          LwQ   5.872118          Rec   5.988961  5.416100    6.884487
## 2472          LwQ   5.929589          Unf   0.000000  6.638568    7.037906
## 2473          Rec   6.525030          ALQ   4.852030  0.000000    6.695799
## 2475          ALQ   5.666427          Unf   0.000000  6.576470    6.913737
## 2476          ALQ   6.186209          Unf   0.000000  5.236442    6.511745
## 2477          ALQ   6.830874          Unf   0.000000  0.000000    6.830874
## 2478          BLQ   6.666957          Unf   0.000000  6.455199    7.259116
## 2479          Rec   6.242223          LwQ   4.976734  5.855072    6.913737
## 2480          LwQ   4.234107          BLQ   6.583409  5.252273    6.888572
## 2481          Rec   5.521461          BLQ   6.635947  3.433987    6.947937
## 2482          GLQ   6.618739          Unf   0.000000  3.044522    6.645091
## 2483          Rec   5.129899          BLQ   5.666427  6.042633    6.776507
## 2484          LwQ   4.744932          BLQ   6.272877  5.707110    6.850126
## 2485          Rec   5.379897          ALQ   6.077642  5.568345    6.816736
## 2486          Rec   5.958425          ALQ   6.259581  5.808142    7.123673
## 2487          BLQ   5.590987          Unf   0.000000  6.003887    6.510258
## 2488          ALQ   5.556828          Unf   0.000000  6.047372    6.523562
## 2489          Rec   6.602588          Unf   0.000000  5.446737    6.875232
## 2491         None   0.000000         None   0.000000  0.000000    0.000000
## 2492          BLQ   5.703782          LwQ   6.793466  0.000000    7.082549
## 2493          BLQ   5.707110          Unf   0.000000  4.700480    6.016157
## 2494          Rec   6.376727          Unf   0.000000  6.188264    6.979145
## 2495          Unf   0.000000          Unf   0.000000  6.184149    6.184149
## 2496          LwQ   5.869297          Unf   0.000000  6.841615    7.161622
## 2497          BLQ   6.198479          Unf   0.000000  6.210600    6.896694
## 2498          Rec   6.118097          Unf   0.000000  6.021023    6.762730
## 2499         None   0.000000         None   0.000000  0.000000    0.000000
## 2500          LwQ   5.648974          GLQ   6.628041  0.000000    6.946014
## 2501          ALQ   6.324359          Unf   0.000000  6.666957    7.202661
## 2502          LwQ   6.985642          Unf   0.000000  0.000000    6.985642
## 2503          Unf   0.000000          Unf   0.000000  6.858565    6.858565
## 2504          Unf   0.000000          Unf   0.000000  7.008505    7.008505
## 2505          GLQ   6.210600          Unf   0.000000  5.645447    6.659294
## 2506          Unf   0.000000          Unf   0.000000  7.404888    7.404888
## 2507          Unf   0.000000          Unf   0.000000  7.669028    7.669028
## 2508          Unf   0.000000          Unf   0.000000  7.404888    7.404888
## 2509          GLQ   3.044522          Unf   0.000000  7.331060    7.344073
## 2510          GLQ   3.610918          Unf   0.000000  7.282074    7.306531
## 2511          Unf   0.000000          Unf   0.000000  7.147559    7.147559
## 2512          Unf   0.000000          Unf   0.000000  6.779922    6.779922
## 2513          GLQ   6.411818          LwQ   5.774552  0.000000    6.835185
## 2514          LwQ   3.951244          GLQ   6.820016  0.000000    6.874198
## 2515          ALQ   6.311735          Unf   0.000000  6.159095    6.930495
## 2516          GLQ   6.291569          Unf   0.000000  4.574711    6.455199
## 2517          GLQ   6.042633          Unf   0.000000  6.347389    6.898715
## 2518          ALQ   6.309918          Unf   0.000000  6.308098    7.001246
## 2519          GLQ   5.837730          Unf   0.000000  6.472346    6.896694
## 2520          GLQ   6.459904          Unf   0.000000  5.375278    6.749931
## 2521          Unf   0.000000          Unf   0.000000  6.740519    6.740519
## 2522          GLQ   6.735780          Unf   0.000000  4.976734    6.893656
## 2523          BLQ   6.498282          Unf   0.000000  5.308268    6.762730
## 2524          GLQ   6.220590          Unf   0.000000  6.242223    6.923629
## 2525          ALQ   6.628041          Unf   0.000000  5.484797    6.903747
## 2526          ALQ   6.291569          Unf   0.000000  6.218600    6.947937
## 2527          Rec   4.110874          BLQ   6.035481  5.991465    6.776507
## 2528          BLQ   5.802118          Rec   6.070738  4.634729    6.762730
## 2529          ALQ   6.510258          Unf   0.000000  5.267858    6.762730
## 2530          Rec   5.955837          Unf   0.000000  0.000000    5.955837
## 2531          GLQ   7.253470          Unf   0.000000  5.568345    7.422971
## 2532          GLQ   6.484635          Unf   0.000000  5.786897    6.887553
## 2533          Unf   0.000000          Unf   0.000000  6.758095    6.758095
## 2534          BLQ   6.013715          GLQ   6.144186  6.527958    7.350516
## 2535          GLQ   7.089243          Unf   0.000000  5.811141    7.334329
## 2536          GLQ   6.637258          Unf   0.000000  4.595120    6.758095
## 2537          GLQ   6.820016          Unf   0.000000  6.056784    7.201916
## 2538          Unf   0.000000          Unf   0.000000  6.605298    6.605298
## 2539          GLQ   6.565265          Unf   0.000000  6.133398    7.064759
## 2540          Unf   0.000000          Unf   0.000000  7.193686    7.193686
## 2541          Unf   0.000000          Unf   0.000000  6.605298    6.605298
## 2542          Unf   0.000000          Unf   0.000000  6.645091    6.645091
## 2543          ALQ   6.842683          Unf   0.000000  0.000000    6.842683
## 2544          BLQ   4.890349          LwQ   6.735780  4.753590    6.993015
## 2545          ALQ   4.875197          BLQ   4.663439  6.502790    6.804615
## 2546          Unf   0.000000          Unf   0.000000  7.073270    7.073270
## 2547          GLQ   6.224558          Unf   0.000000  6.124683    6.867974
## 2548         None   0.000000         None   0.000000  0.000000    0.000000
## 2549          GLQ   6.416732          Unf   0.000000  4.820282    6.599870
## 2550          GLQ   8.296796          Unf   0.000000  6.990257    8.536211
## 2551          GLQ   6.148468          Unf   0.000000  4.394449    6.306275
## 2552          Rec   4.356709          ALQ   6.723832  3.970292    6.867974
## 2553         None   0.000000         None   0.000000  0.000000    0.000000
## 2554          Unf   0.000000          Unf   0.000000  7.086738    7.086738
## 2555          LwQ   4.976734          ALQ   5.631212  5.476464    6.493754
## 2556          BLQ   6.300786          Unf   0.000000  5.416100    6.645091
## 2557          ALQ   6.526495          Unf   0.000000  5.209486    6.762730
## 2558          Rec   5.918894          Unf   0.000000  6.830874    7.167809
## 2559          BLQ   5.768321          Unf   0.000000  6.879356    7.163172
## 2560          BLQ   4.736198          Unf   0.000000  6.289716    6.480045
## 2561          GLQ   5.509388          Unf   0.000000  5.655992    6.276643
## 2562          Unf   0.000000          Unf   0.000000  6.373320    6.373320
## 2563          Unf   0.000000          Unf   0.000000  6.532334    6.532334
## 2564          Unf   0.000000          Unf   0.000000  6.747587    6.747587
## 2565         None   0.000000         None   0.000000  0.000000    0.000000
## 2566          GLQ   5.247024          Unf   0.000000  6.609349    6.836259
## 2567          LwQ   6.280396          Unf   0.000000  5.278115    6.591674
## 2568          LwQ   6.293419          Rec   6.928538  0.000000    7.353082
## 2569          BLQ   6.701960          Unf   0.000000  6.516193    7.305860
## 2570          GLQ   5.802118          Unf   0.000000  5.231109    6.248043
## 2571          Unf   0.000000          Unf   0.000000  7.427144    7.427144
## 2572          GLQ   6.359574          Unf   0.000000  6.059123    6.912743
## 2573          Rec   6.075346          Unf   0.000000  7.141245    7.436617
## 2574          Unf   0.000000          Unf   0.000000  5.634790    5.634790
## 2575          ALQ   5.929589          Unf   0.000000  5.846439    6.580639
## 2576          Unf   0.000000          Unf   0.000000  6.842683    6.842683
## 2578          Unf   0.000000          Unf   0.000000  6.705639    6.705639
## 2579         None   0.000000         None   0.000000  0.000000    0.000000
## 2580          Unf   0.000000          Unf   0.000000  6.864848    6.864848
## 2581          GLQ   6.875232          Unf   0.000000  4.672829    6.979145
## 2582          ALQ   6.603944          Unf   0.000000  4.615121    6.731018
## 2583          GLQ   7.361375          Unf   0.000000  0.000000    7.361375
## 2584          GLQ   6.909753          Unf   0.000000  0.000000    6.909753
## 2585          GLQ   6.373320          Unf   0.000000  6.753438    7.273786
## 2586          GLQ   7.239215          Unf   0.000000  2.890372    7.251345
## 2587          GLQ   7.122867          Unf   0.000000  5.375278    7.282761
## 2588          Rec   5.416100          GLQ   6.274762  4.595120    6.748760
## 2589          ALQ   6.829794          Unf   0.000000  3.850148    6.878326
## 2590          GLQ   6.856462          Unf   0.000000  6.315358    7.314553
## 2591          Unf   0.000000          Unf   0.000000  6.373320    6.373320
## 2592          Unf   0.000000          Unf   0.000000  7.432484    7.432484
## 2593          GLQ   6.369901          Unf   0.000000  6.871091    7.344073
## 2594          ALQ   5.375278          BLQ   4.394449  6.878326    7.143618
## 2595          GLQ   5.525453          Unf   0.000000  6.925595    7.145196
## 2596          GLQ   7.192934          Unf   0.000000  6.386879    7.561642
## 2597          Unf   0.000000          Unf   0.000000  7.307873    7.307873
## 2598          GLQ   6.642487          Unf   0.000000  5.877736    7.023759
## 2599          Unf   0.000000          Unf   0.000000  7.509335    7.509335
## 2600         None   0.000000         None   0.000000  0.000000    0.000000
## 2601          Rec   2.833213          GLQ   6.807935  0.000000    6.825460
## 2602          BLQ   5.533389          Unf   0.000000  5.686975    6.304449
## 2603          GLQ   6.222576          Unf   0.000000  3.332205    6.274762
## 2604          ALQ   5.953243          Unf   0.000000  5.093750    6.304449
## 2605          Unf   0.000000          Unf   0.000000  6.304449    6.304449
## 2606          GLQ   6.828712          Unf   0.000000  0.000000    6.828712
## 2607          GLQ   7.046647          Unf   0.000000  4.574711    7.126891
## 2608          ALQ   7.014814          Unf   0.000000  3.891820    7.057037
## 2609          Rec   6.276643          Unf   0.000000  5.225747    6.575076
## 2610          GLQ   6.680855          Unf   0.000000  0.000000    6.680855
## 2611          BLQ   6.699500          Unf   0.000000  6.373320    7.242082
## 2612          LwQ   6.994850          Unf   0.000000  0.000000    6.994850
## 2613          ALQ   6.391917          Unf   0.000000  5.398163    6.705639
## 2614          ALQ   6.248043          Unf   0.000000  5.855072    6.762730
## 2615          BLQ   6.150603          Rec   6.291569  5.147494    7.072422
## 2616          Rec   6.651572          Unf   0.000000  5.463832    6.916715
## 2617          Rec   7.028201          Unf   0.000000  6.196444    7.388946
## 2618          ALQ   7.013016          Unf   0.000000  6.390241    7.441907
## 2619          Unf   0.000000          Unf   0.000000  7.524021    7.524021
## 2620          GLQ   6.552508          Unf   0.000000  4.736198    6.701960
## 2621          Unf   0.000000          Unf   0.000000  6.661855    6.661855
## 2622          Unf   0.000000          Unf   0.000000  6.711740    6.711740
## 2623          Unf   0.000000          Unf   0.000000  6.980076    6.980076
## 2624          GLQ   4.110874          Unf   0.000000  7.403061    7.438972
## 2625          Unf   0.000000          Unf   0.000000  7.631917    7.631917
## 2626          GLQ   6.559615          Unf   0.000000  6.122493    7.057037
## 2627          Unf   0.000000          Unf   0.000000  7.083388    7.083388
## 2628          GLQ   7.105786          Unf   0.000000  5.198497    7.243513
## 2629          Unf   0.000000          Unf   0.000000  7.332369    7.332369
## 2630          GLQ   5.327876          Unf   0.000000  6.791221    6.998510
## 2631          GLQ   7.095893          Unf   0.000000  6.469250    7.523481
## 2632          Unf   0.000000          Unf   0.000000  7.237778    7.237778
## 2633          GLQ   7.083388          Unf   0.000000  6.261492    7.447168
## 2634          GLQ   7.256297          Unf   0.000000  6.204558    7.555382
## 2635          GLQ   6.746412          Unf   0.000000  4.934474    6.896694
## 2636          Unf   0.000000          Unf   0.000000  6.852243    6.852243
## 2637          GLQ   6.913737          Unf   0.000000  3.761200    6.954639
## 2638          ALQ   6.670766          Unf   0.000000  5.153292    6.867974
## 2639          ALQ   6.308098          Unf   0.000000  4.852030    6.516193
## 2640          ALQ   6.628041          Unf   0.000000  5.855072    7.006695
## 2641          Rec   3.044522          LwQ   6.431331  5.416100    6.762730
## 2642          GLQ   6.858565          Unf   0.000000  6.285998    7.305188
## 2643          Unf   0.000000          Unf   0.000000  6.265301    6.265301
## 2644          LwQ   5.998937          Unf   0.000000  5.897154    6.641182
## 2645          ALQ   5.645447          Unf   0.000000  5.361292    6.204558
## 2646          ALQ   5.624018          Unf   0.000000  5.337538    6.182085
## 2647          BLQ   5.948035          Unf   0.000000  4.969813    6.265301
## 2648          ALQ   6.590301          BLQ   5.056246  5.231109    6.975414
## 2649          ALQ   5.924256          Rec   4.691348  6.137727    6.850126
## 2650          ALQ   4.795791          BLQ   6.200509  6.095825    6.962243
## 2651          ALQ   4.262680          Unf   0.000000  6.666957    6.752270
## 2652          GLQ   7.222566          Unf   0.000000  5.913503    7.461066
## 2653          Unf   0.000000          Unf   0.000000  7.389564    7.389564
## 2654          Unf   0.000000          Unf   0.000000  7.451242    7.451242
## 2655          GLQ   7.317212          Unf   0.000000  5.897154    7.533159
## 2656          Unf   0.000000          Unf   0.000000  6.994850    6.994850
## 2657          GLQ   7.163172          Unf   0.000000  5.758902    7.382124
## 2658          Unf   0.000000          Unf   0.000000  7.098376    7.098376
## 2659          Unf   0.000000          Unf   0.000000  6.961296    6.961296
## 2660          GLQ   6.781058          Unf   0.000000  6.469250    7.329750
## 2661          GLQ   7.117206          Unf   0.000000  6.329721    7.491645
## 2662          GLQ   7.232733          Unf   0.000000  5.986452    7.484930
## 2663          GLQ   6.902743          Unf   0.000000  6.056784    7.259116
## 2664          GLQ   6.159095          Unf   0.000000  6.993015    7.353082
## 2665          GLQ   6.931472          Unf   0.000000  6.498282    7.430707
## 2666          GLQ   6.030685          Unf   0.000000  7.132498    7.418781
## 2667          Unf   0.000000          Unf   0.000000  6.591674    6.591674
## 2668          Unf   0.000000          Unf   0.000000  6.605298    6.605298
## 2669          Unf   0.000000          Unf   0.000000  7.190676    7.190676
## 2670          Unf   0.000000          Unf   0.000000  6.959399    6.959399
## 2671          Unf   0.000000          Unf   0.000000  6.605298    6.605298
## 2672          GLQ   6.118097          Unf   0.000000  6.643790    7.107425
## 2673          GLQ   6.946014          Unf   0.000000  5.802118    7.221836
## 2674          GLQ   6.966024          Unf   0.000000  5.726848    7.219642
## 2675          GLQ   2.833213          Unf   0.000000  7.027315    7.041412
## 2676          Unf   0.000000          Unf   0.000000  6.744059    6.744059
## 2677          ALQ   6.597146          Unf   0.000000  5.525453    6.890609
## 2678          Unf   0.000000          Unf   0.000000  6.943122    6.943122
## 2679          GLQ   6.674561          Unf   0.000000  5.537334    6.951772
## 2680          GLQ   6.226537          Unf   0.000000  6.486161    7.057037
## 2681          GLQ   7.075809          Unf   0.000000  5.883322    7.340187
## 2682          ALQ   6.269096          Unf   0.000000  6.704414    7.202661
## 2683          Rec   5.680173          GLQ   7.239933  3.891820    7.458186
## 2684          GLQ   5.942799          BLQ   5.129899  6.610696    7.163172
## 2685          LwQ   5.513429          GLQ   6.946976  0.000000    7.160069
## 2686          Unf   0.000000          Unf   0.000000  7.003974    7.003974
## 2687          GLQ   7.354362          Unf   0.000000  4.691348    7.421178
## 2688          Unf   0.000000          Unf   0.000000  7.316548    7.316548
## 2689          GLQ   3.218876          Unf   0.000000  7.134891    7.153834
## 2690          GLQ   7.515889          Unf   0.000000  5.303305    7.619233
##      Heating HeatingQC CentralAir Electrical X1stFlrSF X2ndFlrSF LowQualFinSF
## 1461    GasA        TA          Y      SBrkr  6.799056  0.000000     0.000000
## 1462    GasA        TA          Y      SBrkr  7.192934  0.000000     0.000000
## 1463    GasA        Gd          Y      SBrkr  6.834109  6.553933     0.000000
## 1464    GasA        Ex          Y      SBrkr  6.831954  6.520621     0.000000
## 1465    GasA        Ex          Y      SBrkr  7.155396  0.000000     0.000000
## 1466    GasA        Gd          Y      SBrkr  6.638568  6.794587     0.000000
## 1467    GasA        Ex          Y      SBrkr  7.080026  0.000000     0.000000
## 1468    GasA        Gd          Y      SBrkr  6.672033  6.517671     0.000000
## 1469    GasA        Gd          Y      SBrkr  7.201916  0.000000     0.000000
## 1470    GasA        TA          Y      SBrkr  6.783325  0.000000     0.000000
## 1471    GasA        Ex          Y      SBrkr  7.198931  0.000000     0.000000
## 1472    GasA        TA          Y      SBrkr  6.182085  6.224558     0.000000
## 1473    GasA        TA          Y      SBrkr  6.265301  6.342121     0.000000
## 1474    GasA        TA          Y      SBrkr  6.752270  6.400257     0.000000
## 1475    GasA        Ex          Y      SBrkr  6.729824  0.000000     0.000000
## 1476    GasA        Ex          Y      SBrkr  7.395108  6.562444     0.000000
## 1477    GasA        Ex          Y      SBrkr  7.342779  0.000000     0.000000
## 1478    GasA        Ex          Y      SBrkr  7.437795  0.000000     0.000000
## 1479    GasA        Ex          Y      SBrkr  7.508239  0.000000     0.000000
## 1480    GasA        Ex          Y      SBrkr  7.899895  0.000000     0.000000
## 1481    GasA        Ex          Y      SBrkr  7.431300  6.335054     0.000000
## 1482    GasA        Ex          Y      SBrkr  7.223296  0.000000     0.000000
## 1483    GasA        Ex          Y      SBrkr  7.189168  0.000000     0.000000
## 1484    GasA        Ex          Y      SBrkr  7.044033  0.000000     0.000000
## 1485    GasA        Ex          Y      SBrkr  6.613384  6.447306     0.000000
## 1486    GasA        Ex          Y      SBrkr  6.742881  6.787845     0.000000
## 1487    GasA        Ex          Y      SBrkr  7.406103  6.722630     0.000000
## 1488    GasA        Ex          Y      SBrkr  7.375256  0.000000     0.000000
## 1489    GasA        Ex          Y      SBrkr  7.105786  0.000000     0.000000
## 1490    GasA        Ex          Y      SBrkr  7.292337  0.000000     0.000000
## 1491    GasA        Ex          Y      SBrkr  6.723832  6.720220     0.000000
## 1492    GasA        TA          N      FuseA  6.920672  0.000000     0.000000
## 1493    GasA        Ex          Y      SBrkr  7.309881  0.000000     0.000000
## 1494    GasA        Ex          Y      SBrkr  7.132498  7.002156     0.000000
## 1495    GasA        Ex          Y      SBrkr  7.246368  6.714171     0.000000
## 1496    GasA        Ex          Y      SBrkr  7.305860  0.000000     0.000000
## 1497    GasA        Ex          Y      SBrkr  6.734592  6.734592     0.000000
## 1498    GasA        Ex          Y      SBrkr  6.398595  6.398595     0.000000
## 1499    GasA        Ex          Y      SBrkr  6.398595  6.398595     0.000000
## 1500    GasA        Ex          Y      SBrkr  6.398595  6.456770     0.000000
## 1501    GasA        Ex          Y      SBrkr  6.629363  6.629363     0.000000
## 1502    GasA        Ex          Y      SBrkr  6.274762  6.311735     0.000000
## 1503    GasA        Ex          Y      SBrkr  7.257708  0.000000     0.000000
## 1504    GasA        Ex          Y      SBrkr  6.883463  6.773080     0.000000
## 1505    GasA        Ex          Y      SBrkr  7.308543  0.000000     0.000000
## 1506    GasA        Gd          Y      SBrkr  7.512071  0.000000     0.000000
## 1507    GasA        Ex          Y      SBrkr  7.155396  7.103322     0.000000
## 1508    GasA        TA          Y      SBrkr  7.160846  6.405228     0.000000
## 1509    GasA        TA          Y      SBrkr  6.836259  6.573680     0.000000
## 1510    GasA        TA          Y      SBrkr  7.117206  0.000000     0.000000
## 1511    GasA        Gd          Y      SBrkr  7.098376  0.000000     0.000000
## 1512    GasA        Ex          Y      SBrkr  7.320527  0.000000     0.000000
## 1513    GasA        TA          Y      SBrkr  7.031741  6.469250     0.000000
## 1514    GasA        TA          Y      SBrkr  7.455298  0.000000     0.000000
## 1515    GasA        Gd          Y      SBrkr  7.565275  6.278521     0.000000
## 1516    GasA        TA          Y      SBrkr  6.927558  6.287859     0.000000
## 1517    GasA        Gd          Y      SBrkr  7.029088  0.000000     0.000000
## 1518    GasA        TA          Y      SBrkr  7.380879  0.000000     0.000000
## 1519    GasA        Ex          Y      SBrkr  7.300473  0.000000     0.000000
## 1520    GasA        TA          Y      SBrkr  7.042286  0.000000     0.000000
## 1521    GasA        Fa          Y      SBrkr  7.095893  0.000000     0.000000
## 1522    GasA        Ex          Y      SBrkr  7.365813  0.000000     0.000000
## 1523    GasA        TA          Y      FuseA  6.725034  6.226537     0.000000
## 1524    GasA        TA          Y      SBrkr  6.970730  0.000000     0.000000
## 1525    GasA        TA          Y      SBrkr  6.880384  0.000000     0.000000
## 1526    GasA        TA          Y      SBrkr  6.896694  0.000000     0.000000
## 1527    GasA        Gd          Y      SBrkr  6.893656  0.000000     0.000000
## 1528    GasA        TA          Y      SBrkr  6.705639  6.013715     0.000000
## 1529    GasA        Ex          Y      SBrkr  7.069874  0.000000     0.000000
## 1530    GasA        TA          Y      SBrkr  7.241366  0.000000     0.000000
## 1531    GasA        TA          Y      SBrkr  7.054450  6.533789     0.000000
## 1532    GasA        TA          Y      SBrkr  6.842683  0.000000     0.000000
## 1533    GasA        Gd          Y      SBrkr  7.206377  0.000000     0.000000
## 1534    GasA        Gd          Y      SBrkr  6.719013  6.052089     0.000000
## 1535    GasA        Ex          Y      SBrkr  6.935370  6.408529     0.000000
## 1536    GasA        TA          Y      SBrkr  6.966967  5.225747     0.000000
## 1537    GasA        TA          N      SBrkr  6.725034  0.000000     0.000000
## 1538    GasW        TA          N      SBrkr  6.836259  6.456770     0.000000
## 1539    GasA        Ex          Y      SBrkr  7.054450  7.013915     0.000000
## 1540    Grav        Fa          N      FuseF  7.029088  7.029088     0.000000
## 1541    GasA        Ex          Y      SBrkr  6.767343  6.401917     0.000000
## 1542    GasA        Ex          Y      SBrkr  6.938284  6.368187     0.000000
## 1543    GasA        TA          N      FuseA  7.057037  6.812345     0.000000
## 1544    GasA        TA          N      FuseF  6.641182  0.000000     0.000000
## 1545    GasA        TA          Y      SBrkr  6.411818  6.263398     0.000000
## 1546    GasA        Ex          Y      FuseA  6.744059  5.855072     0.000000
## 1547    GasA        TA          Y      FuseA  6.862758  6.212606     0.000000
## 1548    GasA        TA          Y      SBrkr  6.660575  6.456770     0.000000
## 1549    GasA        Gd          Y      SBrkr  6.308098  6.200509     0.000000
## 1550    GasA        TA          Y      FuseF  6.834109  6.411818     0.000000
## 1551    GasA        TA          Y      SBrkr  6.974479  0.000000     0.000000
## 1552    GasA        Ex          Y      SBrkr  6.790097  6.980076     0.000000
## 1553    GasA        Ex          Y      SBrkr  6.660575  6.660575     0.000000
## 1554    GasA        Ex          Y      SBrkr  6.496775  6.496775     0.000000
## 1555    GasA        Gd          Y      SBrkr  7.424165  0.000000     0.000000
## 1557    GasA        TA          N      SBrkr  7.100852  5.198497     0.000000
## 1558    GasA        Ex          N      SBrkr  6.398595  5.768321     0.000000
## 1559    GasW        TA          N      SBrkr  6.849066  6.849066     0.000000
## 1560    GasA        Gd          Y      SBrkr  6.842683  6.613384     0.000000
## 1561    GasA        TA          N      SBrkr  7.513709  0.000000     0.000000
## 1562    GasA        Ex          Y      SBrkr  6.794587  0.000000     0.000000
## 1563    GasA        Ex          Y      SBrkr  6.762730  0.000000     0.000000
## 1564    GasA        TA          Y      SBrkr  7.225481  0.000000     0.000000
## 1565    GasA        Ex          Y      SBrkr  6.580639  6.580639     0.000000
## 1566    GasA        Gd          Y      SBrkr  7.302496  0.000000     0.000000
## 1567    GasA        TA          N      SBrkr  6.629363  0.000000     0.000000
## 1568    GasA        Ex          Y      SBrkr  7.019297  6.762730     0.000000
## 1569    GasA        TA          Y      FuseA  6.959399  6.326149     0.000000
## 1570    GasA        Ex          Y      SBrkr  6.980076  0.000000     0.000000
## 1571    GasA        Ex          Y      SBrkr  7.064759  0.000000     5.894403
## 1572    GasA        TA          Y      SBrkr  7.067320  0.000000     0.000000
## 1573    GasA        Ex          Y      SBrkr  7.319202  0.000000     0.000000
## 1574    GasA        Ex          Y      SBrkr  7.169350  0.000000     0.000000
## 1575    GasA        Ex          Y      SBrkr  7.268223  0.000000     0.000000
## 1576    GasA        Ex          Y      SBrkr  6.872128  6.732211     0.000000
## 1577    GasA        Ex          Y      SBrkr  7.109062  0.000000     0.000000
## 1578    GasA        TA          Y      SBrkr  6.723832  6.421622     0.000000
## 1579    GasA        Gd          Y      SBrkr  6.873164  0.000000     0.000000
## 1580    GasA        Ex          Y      SBrkr  6.794587  6.685861     0.000000
## 1581    GasA        Ex          Y      SBrkr  6.934397  0.000000     0.000000
## 1582    GasA        TA          Y      SBrkr  6.776507  0.000000     0.000000
## 1583    GasA        Ex          Y      SBrkr  7.590347  0.000000     0.000000
## 1584    GasA        Ex          Y      SBrkr  6.951772  6.961296     0.000000
## 1585    GasA        Ex          Y      SBrkr  6.744059  0.000000     0.000000
## 1586    GasA        TA          N      SBrkr  6.463029  0.000000     0.000000
## 1587    GasA        Ex          Y      SBrkr  6.900731  0.000000     0.000000
## 1588    GasA        TA          Y      SBrkr  7.087574  0.000000     0.000000
## 1589    GasA        Ex          N      FuseF  6.675823  5.796058     0.000000
## 1590    GasA        TA          Y      SBrkr  7.000334  0.000000     0.000000
## 1591    GasA        Ex          Y      SBrkr  6.867974  0.000000     0.000000
## 1592    GasA        Fa          N      FuseA  7.167809  0.000000     0.000000
## 1593    GasA        TA          Y      SBrkr  6.753438  0.000000     0.000000
## 1594    GasA        TA          Y      SBrkr  6.760415  7.489412     0.000000
## 1595    GasA        Ex          Y      SBrkr  6.796824  6.650279     0.000000
## 1596    GasA        Ex          Y      SBrkr  7.111512  6.812345     0.000000
## 1597    GasA        Ex          Y      SBrkr  7.005789  6.981006     0.000000
## 1598    GasA        Ex          Y      SBrkr  6.799056  6.629363     0.000000
## 1599    GasA        Gd          Y      SBrkr  6.942157  0.000000     0.000000
## 1600    GasA        Gd          Y      SBrkr  7.083388  0.000000     0.000000
## 1601    GasA        TA          Y      SBrkr  6.293419  0.000000     0.000000
## 1602    GasA        Fa          Y      SBrkr  6.590301  5.942799     0.000000
## 1603    GasA        Gd          Y      SBrkr  6.859615  0.000000     0.000000
## 1604    GasA        Ex          Y      SBrkr  7.406711  0.000000     0.000000
## 1605    GasA        Ex          Y      SBrkr  6.944087  6.781058     0.000000
## 1606    GasA        TA          Y      SBrkr  7.159292  0.000000     0.000000
## 1607    GasA        TA          Y      SBrkr  7.625107  0.000000     0.000000
## 1608    GasA        Ex          Y      SBrkr  7.205635  0.000000     0.000000
## 1609    GasA        Ex          Y      SBrkr  7.102499  0.000000     0.000000
## 1610    GasA        Gd          Y      SBrkr  6.613384  6.552508     0.000000
## 1611    GasA        TA          Y      SBrkr  7.142827  0.000000     0.000000
## 1612    GasA        Ex          Y      SBrkr  7.266129  0.000000     0.000000
## 1613    GasA        Ex          Y      SBrkr  7.204149  0.000000     0.000000
## 1614    GasA        Ex          Y      SBrkr  6.852243  0.000000     0.000000
## 1615    GasA        Ex          Y      SBrkr  6.304449  6.304449     0.000000
## 1616    GasA        Ex          Y      SBrkr  6.304449  6.304449     0.000000
## 1617    GasA        TA          Y      SBrkr  6.304449  6.304449     0.000000
## 1618    GasA        Ex          Y      SBrkr  6.774224  0.000000     0.000000
## 1619    GasA        TA          Y      SBrkr  6.726233  0.000000     0.000000
## 1620    GasA        Gd          Y      SBrkr  7.104144  7.104144     0.000000
## 1621    GasA        Gd          Y      SBrkr  6.437752  6.478510     0.000000
## 1622    GasA        TA          Y      SBrkr  6.762730  6.423247     0.000000
## 1623    GasA        Ex          Y      SBrkr  7.497762  0.000000     0.000000
## 1624    GasA        Ex          Y      SBrkr  7.050123  6.470800     0.000000
## 1625    GasA        TA          Y      SBrkr  6.783325  0.000000     0.000000
## 1626    GasA        TA          Y      SBrkr  7.268920  0.000000     0.000000
## 1627    GasA        Ex          Y      SBrkr  6.852243  6.498282     0.000000
## 1628    GasA        Ex          Y      SBrkr  6.916715  7.151485     0.000000
## 1629    GasA        Gd          Y      SBrkr  6.865891  6.508769     0.000000
## 1630    GasA        Ex          Y      SBrkr  7.833204  0.000000     0.000000
## 1631    GasA        Ex          Y      SBrkr  7.299121  0.000000     0.000000
## 1632    GasA        Ex          Y      SBrkr  7.458763  0.000000     0.000000
## 1633    GasA        Gd          Y      SBrkr  6.622736  6.448889     0.000000
## 1634    GasA        Gd          Y      SBrkr  6.859615  6.529419     0.000000
## 1635    GasA        Gd          Y      SBrkr  6.562444  6.697034     0.000000
## 1636    GasA        Ex          Y      SBrkr  7.082549  0.000000     0.000000
## 1637    GasA        Ex          Y      SBrkr  6.853299  6.896694     0.000000
## 1638    GasA        TA          Y      SBrkr  7.051856  6.799056     0.000000
## 1639    GasA        TA          Y      SBrkr  7.421776  0.000000     0.000000
## 1640    GasA        TA          Y      SBrkr  7.339538  7.034388     0.000000
## 1641    GasA        Gd          Y      SBrkr  7.443078  0.000000     0.000000
## 1642    GasA        Ex          Y      SBrkr  6.924612  6.767343     0.000000
## 1643    GasA        Ex          Y      SBrkr  6.965080  6.705639     0.000000
## 1644    GasA        Ex          Y      SBrkr  6.880384  6.733402     0.000000
## 1645    GasA        TA          Y      SBrkr  7.391415  0.000000     0.000000
## 1646    GasA        Ex          Y      SBrkr  7.018402  0.000000     0.000000
## 1647    GasA        Fa          Y      SBrkr  7.085064  0.000000     0.000000
## 1648    GasA        TA          Y      SBrkr  7.074117  0.000000     0.000000
## 1649    GasA        Ex          Y      SBrkr  6.957497  0.000000     0.000000
## 1650    GasA        TA          Y      SBrkr  6.762730  0.000000     0.000000
## 1651    GasA        Gd          Y      SBrkr  6.762730  0.000000     0.000000
## 1652    GasA        TA          Y      SBrkr  6.182085  6.224558     0.000000
## 1653    GasA        TA          Y      SBrkr  6.182085  6.224558     0.000000
## 1654    GasA        TA          Y      SBrkr  6.690842  6.613384     0.000000
## 1655    GasA        TA          Y      SBrkr  6.962243  0.000000     0.000000
## 1656    GasA        TA          Y      SBrkr  6.752270  6.400257     0.000000
## 1657    GasA        TA          Y      SBrkr  6.690842  6.613384     0.000000
## 1658    GasA        TA          Y      SBrkr  6.752270  6.400257     0.000000
## 1659    GasA        TA          Y      SBrkr  6.729824  0.000000     0.000000
## 1660    GasA        Ex          Y      SBrkr  7.021976  0.000000     0.000000
## 1661    GasA        Ex          Y      SBrkr  7.492760  6.886532     0.000000
## 1662    GasA        Ex          Y      SBrkr  7.219642  7.189922     0.000000
## 1663    GasA        Ex          Y      SBrkr  7.611348  0.000000     0.000000
## 1664    GasA        Ex          Y      SBrkr  7.891705  0.000000     0.000000
## 1665    GasA        Ex          Y      SBrkr  7.459915  0.000000     0.000000
## 1666    GasA        Ex          Y      SBrkr  7.486053  0.000000     0.000000
## 1667    GasA        Ex          Y      SBrkr  7.319202  6.920672     0.000000
## 1668    GasA        Ex          Y      SBrkr  7.463937  0.000000     0.000000
## 1669    GasA        Ex          Y      SBrkr  7.334329  0.000000     0.000000
## 1670    GasA        Ex          Y      SBrkr  7.500529  0.000000     0.000000
## 1671    GasA        Ex          Y      SBrkr  7.473637  0.000000     0.000000
## 1672    GasA        Ex          Y      SBrkr  7.805067  0.000000     0.000000
## 1673    GasA        Ex          Y      SBrkr  7.008505  7.167038     0.000000
## 1674    GasA        Gd          Y      SBrkr  7.382124  0.000000     0.000000
## 1675    GasA        Ex          Y      SBrkr  7.214504  0.000000     0.000000
## 1676    GasA        Ex          Y      SBrkr  7.175490  0.000000     0.000000
## 1677    GasA        Ex          Y      SBrkr  7.214504  0.000000     0.000000
## 1678    GasA        Ex          Y      SBrkr  7.821242  0.000000     0.000000
## 1679    GasA        Ex          Y      SBrkr  7.696667  0.000000     0.000000
## 1680    GasA        Ex          Y      SBrkr  7.541683  0.000000     0.000000
## 1681    GasA        Ex          Y      SBrkr  7.284135  0.000000     0.000000
## 1682    GasA        Ex          Y      SBrkr  7.446001  0.000000     0.000000
## 1683    GasA        Ex          Y      SBrkr  7.248504  0.000000     0.000000
## 1684    GasA        Ex          Y      SBrkr  6.591674  6.591674     0.000000
## 1685    GasA        Ex          Y      SBrkr  6.614726  6.614726     0.000000
## 1686    GasA        Ex          Y      SBrkr  7.107425  0.000000     0.000000
## 1687    GasA        Ex          Y      SBrkr  6.613384  6.447306     0.000000
## 1688    GasA        Ex          Y      SBrkr  6.767343  6.637258     0.000000
## 1689    GasA        Ex          Y      SBrkr  6.741701  6.618739     0.000000
## 1690    GasA        Ex          Y      SBrkr  6.693324  6.527958     0.000000
## 1691    GasA        Ex          Y      SBrkr  6.549651  6.469250     0.000000
## 1692    GasA        Ex          Y      SBrkr  6.778785  7.027315     0.000000
## 1693    GasA        Ex          Y      SBrkr  6.613384  6.447306     0.000000
## 1694    GasA        Ex          Y      SBrkr  6.709304  6.545350     0.000000
## 1695    GasA        Ex          Y      SBrkr  6.652863  6.487684     0.000000
## 1696    GasA        Ex          Y      SBrkr  7.109879  6.993933     0.000000
## 1697    GasA        Ex          Y      SBrkr  6.652863  6.487684     0.000000
## 1698    GasA        Ex          Y      SBrkr  7.290975  7.108244     0.000000
## 1699    GasA        Ex          Y      SBrkr  7.632401  0.000000     0.000000
## 1700    GasA        Ex          Y      SBrkr  6.998510  6.875232     0.000000
## 1701    GasA        Ex          Y      SBrkr  7.103322  6.925595     0.000000
## 1702    GasA        Ex          Y      SBrkr  7.436617  0.000000     0.000000
## 1703    GasA        Ex          Y      SBrkr  7.413970  0.000000     0.000000
## 1704    GasA        Ex          Y      SBrkr  7.440147  0.000000     0.000000
## 1705    GasA        Ex          Y      SBrkr  7.267525  0.000000     0.000000
## 1706    GasA        Ex          Y      SBrkr  7.820440  0.000000     0.000000
## 1707    GasA        Ex          Y      SBrkr  7.270313  0.000000     0.000000
## 1708    GasA        Ex          Y      SBrkr  7.246368  0.000000     0.000000
## 1709    GasA        Ex          Y      SBrkr  7.333676  0.000000     0.000000
## 1710    GasA        Ex          Y      SBrkr  7.278629  0.000000     0.000000
## 1711    GasA        Ex          Y      SBrkr  6.813445  6.787845     0.000000
## 1712    GasA        Ex          Y      SBrkr  7.515889  0.000000     0.000000
## 1713    GasA        Ex          Y      SBrkr  7.416378  0.000000     0.000000
## 1714    GasA        Ex          Y      SBrkr  7.348588  0.000000     0.000000
## 1715    GasA        Ex          Y      SBrkr  6.700731  6.735780     0.000000
## 1716    GasA        Ex          Y      SBrkr  7.105786  0.000000     0.000000
## 1717    GasA        Ex          Y      SBrkr  7.040536  0.000000     0.000000
## 1718    GasA        Ex          Y      SBrkr  7.055313  0.000000     0.000000
## 1719    GasA        Ex          Y      SBrkr  6.770789  6.848005     0.000000
## 1720    GasA        Ex          Y      SBrkr  7.321850  0.000000     0.000000
## 1721    GasA        Ex          Y      SBrkr  7.016610  0.000000     0.000000
## 1722    GasA        Ex          Y      SBrkr  7.016610  0.000000     0.000000
## 1723    GasA        Ex          Y      SBrkr  7.016610  0.000000     0.000000
## 1724    GasA        Ex          Y      SBrkr  7.280008  0.000000     0.000000
## 1725    GasA        Ex          Y      SBrkr  6.817831  7.098376     0.000000
## 1726    GasA        Ex          Y      SBrkr  6.726233  6.800170     0.000000
## 1727    GasA        Gd          Y      SBrkr  7.195187  0.000000     0.000000
## 1728    GasA        Ex          Y      SBrkr  6.626718  6.668228     0.000000
## 1729    GasA        TA          Y      SBrkr  6.549651  6.555357     0.000000
## 1730    GasA        TA          Y      SBrkr  6.872128  6.823286     0.000000
## 1731    GasA        Gd          Y      SBrkr  6.888572  0.000000     0.000000
## 1732    GasA        Ex          Y      SBrkr  6.762730  0.000000     0.000000
## 1733    GasA        TA          Y      SBrkr  6.762730  0.000000     0.000000
## 1734    GasA        Gd          Y      SBrkr  6.928538  0.000000     0.000000
## 1735    GasA        Ex          Y      SBrkr  6.816736  0.000000     0.000000
## 1736    GasA        Gd          Y      SBrkr  6.816736  0.000000     0.000000
## 1737    GasA        Gd          Y      SBrkr  7.608374  0.000000     0.000000
## 1738    GasA        Ex          Y      SBrkr  6.883463  6.660575     0.000000
## 1739    GasA        Ex          Y      SBrkr  7.227662  7.396335     0.000000
## 1740    GasA        Ex          Y      SBrkr  7.454141  0.000000     0.000000
## 1741    GasA        Ex          Y      SBrkr  7.136483  0.000000     0.000000
## 1742    GasA        Ex          Y      SBrkr  6.629363  6.629363     0.000000
## 1743    GasA        Ex          Y      SBrkr  6.570883  6.606650     0.000000
## 1744    GasA        Ex          Y      SBrkr  7.435438  0.000000     0.000000
## 1745    GasA        TA          Y      SBrkr  7.462215  0.000000     0.000000
## 1746    GasA        Ex          Y      SBrkr  7.305188  6.920672     0.000000
## 1747    GasA        TA          Y      SBrkr  7.159292  6.663133     0.000000
## 1748    GasA        Gd          Y      SBrkr  7.148346  7.222566     0.000000
## 1749    GasA        TA          Y      SBrkr  7.198184  0.000000     0.000000
## 1750    GasA        TA          Y      SBrkr  7.104144  0.000000     0.000000
## 1751    GasA        Ex          Y      SBrkr  7.183112  6.880384     0.000000
## 1752    GasA        TA          Y      SBrkr  6.762730  0.000000     0.000000
## 1753    GasA        TA          Y      SBrkr  7.358194  0.000000     0.000000
## 1754    GasA        Gd          Y      SBrkr  7.061334  6.799056     0.000000
## 1755    GasA        Fa          Y      SBrkr  7.186144  0.000000     0.000000
## 1756    GasA        Gd          Y      SBrkr  6.796824  0.000000     0.000000
## 1757    GasA        Ex          Y      SBrkr  6.762730  0.000000     0.000000
## 1758    GasA        TA          Y      SBrkr  7.217443  0.000000     0.000000
## 1759    GasA        Fa          Y      SBrkr  7.455298  0.000000     0.000000
## 1760    GasA        TA          Y      SBrkr  7.180831  0.000000     0.000000
## 1761    GasA        TA          Y      SBrkr  7.164720  0.000000     0.000000
## 1762    GasA        TA          Y      SBrkr  6.716595  7.182352     0.000000
## 1763    GasA        Ex          Y      SBrkr  7.363280  0.000000     0.000000
## 1764    GasA        Gd          Y      SBrkr  6.867974  0.000000     0.000000
## 1765    GasA        TA          Y      SBrkr  7.433667  0.000000     0.000000
## 1766    GasA        Ex          Y      SBrkr  7.282074  0.000000     0.000000
## 1767    GasA        Gd          Y      SBrkr  7.357556  0.000000     0.000000
## 1768    GasA        TA          Y      SBrkr  7.043160  0.000000     0.000000
## 1769    GasA        Gd          Y      SBrkr  7.192934  0.000000     0.000000
## 1770    GasA        TA          Y      SBrkr  6.896694  0.000000     0.000000
## 1771    GasA        TA          Y      SBrkr  7.092574  0.000000     0.000000
## 1772    GasA        Gd          Y      FuseA  7.232010  0.000000     0.000000
## 1773    GasA        TA          Y      SBrkr  7.090910  0.000000     0.000000
## 1774    GasA        Ex          Y      SBrkr  7.532088  0.000000     0.000000
## 1775    GasA        Gd          Y      SBrkr  6.968850  0.000000     0.000000
## 1776    GasA        TA          Y      FuseA  7.014814  0.000000     0.000000
## 1777    GasA        TA          Y      SBrkr  6.677083  0.000000     0.000000
## 1778    GasA        Gd          Y      SBrkr  6.939254  0.000000     0.000000
## 1779    GasA        TA          Y      FuseA  7.099202  0.000000     0.000000
## 1780    GasA        Ex          Y      FuseA  6.687109  6.588926     0.000000
## 1781    GasA        TA          Y      SBrkr  7.090910  0.000000     0.000000
## 1782    GasA        Gd          Y      FuseA  6.675823  0.000000     0.000000
## 1783    GasA        Ex          Y      SBrkr  6.517671  6.517671     0.000000
## 1784    GasA        Gd          Y      SBrkr  6.576470  5.777652     0.000000
## 1785    GasA        Ex          Y      SBrkr  6.983790  0.000000     0.000000
## 1786    GasA        TA          Y      SBrkr  7.180831  0.000000     6.970730
## 1787    GasA        Ex          Y      SBrkr  6.836259  6.634633     0.000000
## 1788    GasA        Gd          N      FuseA  6.396930  0.000000     0.000000
## 1789    GasA        TA          N      SBrkr  6.741701  0.000000     0.000000
## 1790    GasA        TA          Y      FuseA  6.587550  0.000000     0.000000
## 1791    GasA        TA          Y      SBrkr  7.130099  7.167809     0.000000
## 1792    GasA        Fa          Y      SBrkr  7.230563  0.000000     0.000000
## 1793    GasA        Gd          Y      SBrkr  6.947937  0.000000     0.000000
## 1794    GasA        Gd          Y      SBrkr  6.858565  0.000000     0.000000
## 1795    GasA        Gd          Y      FuseA  7.008505  0.000000     0.000000
## 1796    GasA        Fa          Y      SBrkr  7.041412  0.000000     0.000000
## 1797    GasA        Gd          N      SBrkr  6.641182  5.910797     0.000000
## 1798    GasA        Gd          Y      SBrkr  6.948897  0.000000     0.000000
## 1799    GasA        TA          Y      SBrkr  6.597146  0.000000     0.000000
## 1800    GasA        TA          Y      SBrkr  7.076654  0.000000     0.000000
## 1801    GasA        TA          Y      FuseF  6.725034  6.445720     0.000000
## 1802    GasA        TA          Y      SBrkr  6.970730  0.000000     6.068426
## 1803    GasA        TA          Y      SBrkr  6.901737  6.701960     0.000000
## 1804    GasA        Gd          Y      SBrkr  6.848005  0.000000     0.000000
## 1805    GasA        TA          Y      SBrkr  6.952729  0.000000     0.000000
## 1806    GasA        Gd          Y      SBrkr  6.759255  6.249975     0.000000
## 1807    GasA        Gd          N      FuseA  6.880384  6.880384     0.000000
## 1808    GasA        TA          Y      SBrkr  6.698268  6.208590     0.000000
## 1809    GasA        Ex          Y      SBrkr  6.639876  6.552508     0.000000
## 1810    GasA        TA          Y      FuseA  6.767343  6.538140     0.000000
## 1811    GasA        Gd          N      SBrkr  7.004882  6.398595     0.000000
## 1812    GasA        Gd          N      SBrkr  6.687109  6.472346     0.000000
## 1813    GasA        TA          Y      FuseA  6.645091  6.329721     0.000000
## 1814    GasA        TA          Y      SBrkr  6.759255  0.000000     0.000000
## 1815    GasA        Fa          N      FuseA  6.418365  0.000000     0.000000
## 1816    GasA        TA          Y      SBrkr  6.675823  0.000000     0.000000
## 1817    GasA        TA          Y      SBrkr  6.726233  6.519147     0.000000
## 1818    GasA        Gd          Y      FuseA  6.994850  6.822197     0.000000
## 1819    GasA        Ex          Y      SBrkr  6.499787  6.437752     0.000000
## 1820    GasA        Ex          Y      SBrkr  6.705639  0.000000     0.000000
## 1821    GasA        Ex          Y      SBrkr  6.951772  0.000000     6.079933
## 1822    GasA        Ex          Y      SBrkr  6.660575  6.609349     0.000000
## 1823    GasA        TA          N      SBrkr  6.682109  0.000000     0.000000
## 1824    GasA        TA          N      FuseA  7.267525  0.000000     0.000000
## 1825    GasA        Ex          Y      SBrkr  6.909753  6.483107     0.000000
## 1826    GasA        Gd          Y      SBrkr  6.712956  5.771441     0.000000
## 1827    GasA        Gd          Y      SBrkr  6.903747  0.000000     0.000000
## 1828    GasA        TA          Y      FuseA  6.902743  6.378426     0.000000
## 1829    GasA        TA          Y      SBrkr  6.978214  0.000000     0.000000
## 1830    GasA        Gd          Y      FuseA  6.955593  6.580639     0.000000
## 1831    GasA        Fa          Y      SBrkr  7.149132  6.511745     0.000000
## 1832    GasA        TA          N      SBrkr  6.993015  6.947937     0.000000
## 1833    GasA        Fa          Y      SBrkr  7.044905  6.665684     0.000000
## 1834    GasA        Ex          Y      SBrkr  6.609349  6.532334     0.000000
## 1835    GasA        TA          N      FuseF  6.886532  6.787845     0.000000
## 1836    GasA        TA          Y      FuseA  7.094235  6.137727     0.000000
## 1837    GasA        TA          Y      SBrkr  6.794587  0.000000     0.000000
## 1838    GasA        Ex          Y      FuseF  6.626718  6.476972     0.000000
## 1839    GasA        Ex          Y      FuseA  6.558198  0.000000     0.000000
## 1840    GasA        TA          Y      SBrkr  7.090910  0.000000     0.000000
## 1841    GasA        TA          Y      SBrkr  7.050123  0.000000     0.000000
## 1842    GasA        TA          N      FuseA  6.533789  6.054439     0.000000
## 1843    GasA        TA          Y      SBrkr  6.959399  0.000000     0.000000
## 1844    GasA        TA          Y      SBrkr  6.942157  0.000000     0.000000
## 1845    GasA        TA          Y      SBrkr  6.807935  6.416732     5.560682
## 1846    GasA        Ex          Y      SBrkr  7.037906  0.000000     0.000000
## 1847    GasA        Ex          Y      SBrkr  7.636270  0.000000     0.000000
## 1848    GasA        Fa          N      SBrkr  6.493754  0.000000     0.000000
## 1849    GasA        TA          Y      SBrkr  7.232733  0.000000     0.000000
## 1850    GasA        TA          Y      FuseA  6.979145  0.000000     0.000000
## 1851    GasA        Ex          Y      SBrkr  6.794587  6.617403     0.000000
## 1852    GasW        TA          Y      SBrkr  6.993933  0.000000     0.000000
## 1853    GasA        TA          Y      SBrkr  6.956545  0.000000     0.000000
## 1854    GasA        Gd          Y      SBrkr  6.967909  0.000000     0.000000
## 1855    GasA        Gd          Y      SBrkr  7.199678  0.000000     0.000000
## 1856    GasA        Ex          Y      SBrkr  6.984716  6.685861     0.000000
## 1857    GasA        Ex          Y      SBrkr  7.161622  6.591674     0.000000
## 1858    GasA        TA          Y      SBrkr  7.016610  7.016610     0.000000
## 1859    GasA        TA          Y      SBrkr  7.336937  0.000000     0.000000
## 1860    GasA        TA          Y      SBrkr  7.114769  0.000000     0.000000
## 1861    GasA        TA          Y      SBrkr  7.322510  0.000000     0.000000
## 1862    GasA        Ex          Y      SBrkr  7.063904  7.390181     0.000000
## 1863    GasA        Ex          Y      SBrkr  7.063904  7.390181     0.000000
## 1864    GasA        Ex          Y      SBrkr  7.063904  7.390181     0.000000
## 1865    GasA        Ex          Y      SBrkr  7.427144  0.000000     0.000000
## 1866    GasA        Ex          Y      SBrkr  7.450661  0.000000     0.000000
## 1867    GasA        Ex          Y      SBrkr  7.292337  0.000000     0.000000
## 1868    GasA        Ex          Y      SBrkr  7.516977  0.000000     0.000000
## 1869    GasA        Ex          Y      SBrkr  7.163172  0.000000     0.000000
## 1870    GasA        Ex          Y      SBrkr  7.134891  0.000000     0.000000
## 1871    GasA        Ex          Y      SBrkr  7.312553  0.000000     0.000000
## 1872    GasA        Ex          Y      SBrkr  6.558198  6.577861     0.000000
## 1873    GasA        Gd          Y      SBrkr  6.851185  6.704414     0.000000
## 1874    GasA        Ex          Y      SBrkr  6.898715  0.000000     0.000000
## 1875    GasA        Ex          Y      SBrkr  7.288928  0.000000     0.000000
## 1876    GasA        Ex          Y      SBrkr  6.834109  6.739337     0.000000
## 1877    GasA        Ex          Y      SBrkr  7.275865  0.000000     0.000000
## 1878    GasA        Ex          Y      SBrkr  7.308543  0.000000     0.000000
## 1879    GasA        TA          Y      SBrkr  6.811244  0.000000     0.000000
## 1880    GasA        TA          Y      SBrkr  6.818924  0.000000     0.000000
## 1881    GasA        Ex          Y      SBrkr  7.385231  0.000000     0.000000
## 1882    GasA        Ex          Y      SBrkr  6.974479  7.018402     0.000000
## 1883    GasA        Ex          Y      SBrkr  6.734592  6.786717     0.000000
## 1884    GasA        Ex          Y      SBrkr  6.851185  6.831954     0.000000
## 1885    GasA        Ex          Y      SBrkr  7.322510  0.000000     0.000000
## 1886    GasA        Ex          Y      SBrkr  7.511525  0.000000     0.000000
## 1887    GasA        Ex          Y      SBrkr  7.257003  0.000000     0.000000
## 1888    GasA        Ex          Y      SBrkr  7.379632  0.000000     0.000000
## 1889    GasA        Ex          Y      SBrkr  6.411818  6.670766     0.000000
## 1890    GasA        TA          Y      SBrkr  7.047517  0.000000     0.000000
## 1891    GasA        Gd          Y      SBrkr  6.978214  0.000000     0.000000
## 1892    GasA        TA          Y      FuseA  6.776507  0.000000     0.000000
## 1893    GasA        TA          Y      FuseA  7.221836  0.000000     0.000000
## 1894    GasA        TA          Y      SBrkr  7.425954  0.000000     0.000000
## 1895    GasA        Ex          Y      SBrkr  7.353082  0.000000     0.000000
## 1896    GasA        Ex          Y      SBrkr  6.751101  6.098074     0.000000
## 1897    GasA        TA          Y      SBrkr  6.725034  6.079933     0.000000
## 1898    GasA        Gd          Y      FuseF  6.473891  6.390241     0.000000
## 1899    GasA        Ex          Y      SBrkr  7.117206  0.000000     0.000000
## 1900    GasA        Ex          Y      SBrkr  6.444131  6.398595     0.000000
## 1901    GasA        Ex          Y      SBrkr  6.734592  6.590301     0.000000
## 1902    GasA        Ex          Y      SBrkr  7.149917  0.000000     0.000000
## 1903    GasA        Ex          Y      SBrkr  7.123673  7.123673     0.000000
## 1904    GasA        Ex          Y      SBrkr  7.014814  0.000000     0.000000
## 1905    GasA        TA          Y      SBrkr  7.353722  0.000000     0.000000
## 1906    GasW        Fa          N      SBrkr  6.894670  6.287859     0.000000
## 1907    GasA        Ex          Y      SBrkr  7.553287  0.000000     0.000000
## 1908    GasA        TA          Y      SBrkr  6.248043  6.248043     0.000000
## 1909    GasA        TA          Y      SBrkr  6.331502  6.505784     0.000000
## 1910    GasA        TA          Y      SBrkr  6.331502  6.505784     0.000000
## 1911    GasA        Gd          Y      SBrkr  7.075809  6.685861     0.000000
## 1912    GasA        TA          Y      SBrkr  7.768956  0.000000     0.000000
## 1913    GasA        Ex          N      SBrkr  6.834109  6.834109     5.746203
## 1914    GasA        Fa          N      FuseP  6.350886  0.000000     0.000000
## 1915    GasA        Ex          Y      SBrkr  7.407924  0.000000     0.000000
## 1917    GasA        Ex          Y      SBrkr  6.947937  6.920672     0.000000
## 1918    GasA        Ex          Y      SBrkr  6.831954  0.000000     0.000000
## 1919    GasA        TA          Y      SBrkr  7.160846  0.000000     0.000000
## 1920    GasA        TA          Y      SBrkr  7.375256  0.000000     0.000000
## 1921    GasA        Ex          Y      SBrkr  7.619233  0.000000     0.000000
## 1922    GasA        Ex          Y      SBrkr  7.403670  0.000000     0.000000
## 1923    GasA        Ex          Y      SBrkr  7.226936  6.760415     0.000000
## 1924    GasA        Ex          Y      SBrkr  7.299797  0.000000     0.000000
## 1925    GasA        Ex          Y      SBrkr  6.978214  6.849066     0.000000
## 1926    GasA        Ex          Y      SBrkr  7.590347  0.000000     0.000000
## 1927    GasA        Gd          Y      SBrkr  6.916715  0.000000     0.000000
## 1928    GasA        Ex          Y      SBrkr  7.247793  0.000000     0.000000
## 1929    GasA        Gd          Y      SBrkr  6.680855  0.000000     0.000000
## 1930    GasA        Ex          Y      SBrkr  6.995766  0.000000     0.000000
## 1931    GasA        TA          Y      SBrkr  6.784457  0.000000     0.000000
## 1932    GasA        TA          Y      SBrkr  6.437752  6.498282     0.000000
## 1933    GasA        Ex          Y      SBrkr  6.665684  6.744059     0.000000
## 1934    GasA        Ex          Y      SBrkr  6.831954  6.520621     0.000000
## 1935    GasA        Gd          Y      SBrkr  6.523562  6.673298     0.000000
## 1936    GasA        Ex          Y      SBrkr  6.831954  6.520621     0.000000
## 1937    GasA        Gd          Y      SBrkr  6.821107  6.580639     0.000000
## 1938    GasA        Gd          Y      SBrkr  7.233455  0.000000     0.000000
## 1939    GasA        Ex          Y      SBrkr  7.428333  0.000000     0.000000
## 1940    GasA        Ex          Y      SBrkr  7.155396  0.000000     0.000000
## 1941    GasA        Gd          Y      SBrkr  6.838405  6.553933     0.000000
## 1942    GasA        Gd          Y      SBrkr  6.747587  6.755769     0.000000
## 1943    GasA        Gd          Y      SBrkr  7.198931  0.000000     0.000000
## 1944    GasA        Ex          Y      SBrkr  7.063904  7.195187     0.000000
## 1945    GasA        Ex          Y      SBrkr  7.541683  0.000000     0.000000
## 1947    GasA        Ex          Y      SBrkr  7.444833  0.000000     0.000000
## 1948    GasA        Gd          Y      SBrkr  7.305860  0.000000     0.000000
## 1949    GasA        Ex          Y      SBrkr  7.431892  0.000000     0.000000
## 1950    GasA        TA          Y      SBrkr  7.139660  0.000000     0.000000
## 1951    GasA        TA          Y      SBrkr  7.632886  0.000000     0.000000
## 1952    GasA        TA          Y      SBrkr  7.486053  0.000000     0.000000
## 1953    GasA        TA          Y      SBrkr  7.100027  0.000000     0.000000
## 1954    GasA        TA          Y      SBrkr  7.153052  6.643790     0.000000
## 1955    GasA        Gd          Y      SBrkr  6.580639  6.378426     0.000000
## 1956    GasA        Ex          Y      SBrkr  7.259116  7.259116     0.000000
## 1957    GasA        TA          Y      SBrkr  7.275865  0.000000     0.000000
## 1958    GasA        Ex          Y      SBrkr  7.120444  7.007601     0.000000
## 1959    GasA        TA          Y      SBrkr  6.799056  6.799056     0.000000
## 1960    GasA        TA          Y      SBrkr  6.842683  0.000000     0.000000
## 1961    GasA        TA          Y      SBrkr  6.762730  0.000000     0.000000
## 1962    GasA        TA          Y      SBrkr  6.182085  6.224558     0.000000
## 1963    GasA        Gd          Y      SBrkr  6.182085  6.224558     0.000000
## 1964    GasA        TA          Y      SBrkr  6.447306  6.511745     0.000000
## 1965    GasA        Gd          Y      SBrkr  6.752270  6.400257     0.000000
## 1966    GasA        Fa          Y      SBrkr  6.962243  0.000000     0.000000
## 1967    GasA        Ex          Y      SBrkr  7.367077  0.000000     0.000000
## 1968    GasA        Ex          Y      SBrkr  7.809947  0.000000     0.000000
## 1969    GasA        Ex          Y      SBrkr  7.576097  0.000000     0.000000
## 1970    GasA        Ex          Y      SBrkr  7.523481  6.801283     0.000000
## 1971    GasA        Ex          Y      SBrkr  7.398174  7.055313     0.000000
## 1972    GasA        Ex          Y      SBrkr  7.254885  6.822197     0.000000
## 1973    GasA        Ex          Y      SBrkr  6.855409  7.039660     0.000000
## 1974    GasA        Ex          Y      SBrkr  7.065613  7.058758     0.000000
## 1975    GasA        Ex          Y      SBrkr  7.812378  0.000000     0.000000
## 1976    GasA        Ex          Y      SBrkr  7.362645  0.000000     0.000000
## 1977    GasA        Ex          Y      SBrkr  7.323831  7.034388     0.000000
## 1978    GasA        Ex          Y      SBrkr  7.498316  6.787845     0.000000
## 1979    GasA        Ex          Y      SBrkr  7.532088  0.000000     0.000000
## 1980    GasA        Ex          Y      SBrkr  7.221105  0.000000     0.000000
## 1981    GasA        Ex          Y      SBrkr  7.496097  0.000000     0.000000
## 1982    GasA        Ex          Y      SBrkr  7.202661  0.000000     0.000000
## 1983    GasA        Ex          Y      SBrkr  7.202661  0.000000     0.000000
## 1984    GasA        Ex          Y      SBrkr  6.639876  6.760415     0.000000
## 1985    GasA        Ex          Y      SBrkr  7.283448  0.000000     0.000000
## 1986    GasA        Ex          Y      SBrkr  7.363280  0.000000     0.000000
## 1987    GasA        Ex          Y      SBrkr  7.128496  0.000000     0.000000
## 1988    GasA        Ex          Y      SBrkr  6.701960  6.555357     0.000000
## 1989    GasA        Ex          Y      SBrkr  6.734592  6.781058     0.000000
## 1990    GasA        Ex          Y      SBrkr  6.742881  7.038784     0.000000
## 1991    GasA        Ex          Y      SBrkr  7.214504  0.000000     0.000000
## 1992    GasA        Ex          Y      SBrkr  6.916715  6.785588     0.000000
## 1993    GasA        Ex          Y      SBrkr  6.562444  6.562444     0.000000
## 1994    GasA        Ex          Y      SBrkr  6.945051  7.159292     0.000000
## 1995    GasA        Ex          Y      SBrkr  6.773080  6.658011     0.000000
## 1996    GasA        Ex          Y      SBrkr  7.075809  6.925595     0.000000
## 1997    GasA        Ex          Y      SBrkr  7.335634  6.461468     0.000000
## 1998    GasA        Ex          Y      SBrkr  7.604396  0.000000     0.000000
## 1999    GasA        Ex          Y      SBrkr  6.970730  6.967909     0.000000
## 2000    GasA        Ex          Y      SBrkr  7.132498  7.131699     0.000000
## 2001    GasA        Ex          Y      SBrkr  7.011214  6.993933     0.000000
## 2002    GasA        Gd          Y      SBrkr  7.364547  0.000000     0.000000
## 2003    GasA        Ex          Y      SBrkr  7.201916  6.255750     0.000000
## 2004    GasA        Ex          Y      SBrkr  6.862758  6.824374     0.000000
## 2005    GasA        Ex          Y      SBrkr  7.286876  0.000000     0.000000
## 2006    GasA        Ex          Y      SBrkr  7.224753  0.000000     0.000000
## 2007    GasA        Ex          Y      SBrkr  7.415175  0.000000     0.000000
## 2008    GasA        Ex          Y      SBrkr  7.105786  0.000000     0.000000
## 2009    GasA        Ex          Y      SBrkr  6.728629  6.759255     0.000000
## 2010    GasA        Ex          Y      SBrkr  6.728629  6.720220     0.000000
## 2011    GasA        Ex          Y      SBrkr  7.069874  0.000000     0.000000
## 2012    GasA        Ex          Y      SBrkr  7.058758  0.000000     0.000000
## 2013    GasA        Ex          Y      SBrkr  6.626718  6.752270     0.000000
## 2014    GasA        Ex          Y      SBrkr  6.787845  6.678342     0.000000
## 2015    GasA        Ex          Y      SBrkr  6.725034  6.716595     0.000000
## 2016    GasA        Ex          Y      SBrkr  6.719013  6.746412     0.000000
## 2017    GasA        Gd          Y      SBrkr  6.739337  6.795706     0.000000
## 2018    GasA        TA          Y      SBrkr  6.892642  0.000000     0.000000
## 2019    GasA        Ex          Y      SBrkr  6.762730  0.000000     0.000000
## 2020    GasA        Gd          N      SBrkr  6.792344  0.000000     0.000000
## 2021    GasA        TA          Y      SBrkr  6.762730  0.000000     0.000000
## 2022    GasA        TA          Y      SBrkr  7.266129  0.000000     0.000000
## 2023    GasA        TA          Y      SBrkr  6.909753  6.463029     0.000000
## 2024    GasA        Ex          Y      SBrkr  7.218910  7.185387     0.000000
## 2025    GasA        Ex          Y      SBrkr  7.510978  6.866933     0.000000
## 2026    GasA        Ex          Y      SBrkr  7.127694  0.000000     0.000000
## 2027    GasA        Ex          Y      SBrkr  6.398595  6.398595     0.000000
## 2028    GasA        Ex          Y      SBrkr  6.556778  6.536692     0.000000
## 2029    GasA        Gd          Y      SBrkr  6.630683  6.675823     0.000000
## 2030    GasA        Ex          Y      SBrkr  7.401842  0.000000     0.000000
## 2031    GasA        Ex          Y      SBrkr  7.178545  0.000000     0.000000
## 2032    GasA        Ex          Y      SBrkr  7.258412  0.000000     0.000000
## 2033    GasA        Ex          Y      SBrkr  7.351158  0.000000     0.000000
## 2034    GasA        Ex          Y      SBrkr  6.529419  6.580639     0.000000
## 2035    GasA        Ex          Y      SBrkr  6.771936  6.822197     0.000000
## 2036    GasA        Ex          Y      SBrkr  6.870053  6.437752     0.000000
## 2037    GasA        Ex          Y      SBrkr  6.870053  6.470800     0.000000
## 2038    GasA        Ex          Y      SBrkr  7.293018  6.829794     0.000000
## 2039    GasA        Ex          Y      SBrkr  7.122867  0.000000     0.000000
## 2040    GasA        TA          Y      SBrkr  7.377759  7.204893     0.000000
## 2041    GasA        Ex          Y      SBrkr  7.421776  0.000000     0.000000
## 2042    GasA        Ex          Y      SBrkr  6.859615  6.758095     0.000000
## 2043    GasA        Gd          Y      SBrkr  7.264030  0.000000     0.000000
## 2044    GasA        Fa          Y      SBrkr  7.462215  0.000000     0.000000
## 2045    GasA        Ex          Y      SBrkr  7.390799  0.000000     0.000000
## 2046    GasA        Ex          Y      SBrkr  7.393878  0.000000     0.000000
## 2047    GasA        Ex          Y      SBrkr  6.597146  6.597146     0.000000
## 2048    GasA        Ex          Y      SBrkr  6.830874  0.000000     0.000000
## 2049    GasA        TA          Y      SBrkr  7.455298  0.000000     0.000000
## 2050    GasA        TA          Y      SBrkr  6.740519  6.716595     0.000000
## 2051    GasA        TA          Y      SBrkr  6.922644  0.000000     0.000000
## 2052    GasA        TA          Y      SBrkr  7.016610  0.000000     0.000000
## 2053    GasA        Ex          Y      SBrkr  7.020191  0.000000     0.000000
## 2054    GasA        TA          Y      SBrkr  6.118097  6.118097     0.000000
## 2055    GasA        TA          Y      SBrkr  7.311218  0.000000     0.000000
## 2056    GasA        Gd          Y      SBrkr  7.198931  0.000000     0.000000
## 2057    GasA        Ex          Y      SBrkr  6.944087  0.000000     0.000000
## 2058    GasA        Ex          Y      SBrkr  7.007601  6.785588     0.000000
## 2059    GasA        TA          Y      SBrkr  7.070724  0.000000     0.000000
## 2060    GasA        TA          Y      SBrkr  7.273093  0.000000     0.000000
## 2061    GasA        Ex          Y      SBrkr  7.359468  0.000000     0.000000
## 2062    GasA        Gd          Y      SBrkr  7.007601  0.000000     0.000000
## 2063    GasA        Ex          Y      FuseA  6.783325  0.000000     0.000000
## 2064    GasA        TA          Y      SBrkr  7.050123  0.000000     0.000000
## 2065    GasW        TA          N      SBrkr  6.857514  0.000000     0.000000
## 2066    GasA        TA          Y      SBrkr  7.490529  0.000000     0.000000
## 2067    GasA        Gd          Y      SBrkr  7.475906  0.000000     0.000000
## 2068    GasA        Fa          Y      FuseA  7.509335  0.000000     0.000000
## 2069    GasA        TA          N      SBrkr  6.768493  0.000000     0.000000
## 2070    GasA        TA          Y      SBrkr  6.617403  6.023448     0.000000
## 2071    GasA        Gd          Y      SBrkr  6.511745  0.000000     0.000000
## 2072    GasA        Ex          Y      SBrkr  7.134891  5.209486     0.000000
## 2073    GasA        TA          Y      SBrkr  6.951772  0.000000     0.000000
## 2074    GasA        Ex          Y      SBrkr  7.180070  0.000000     0.000000
## 2075    GasA        TA          Y      SBrkr  6.986566  0.000000     0.000000
## 2076    GasA        TA          Y      SBrkr  6.776507  0.000000     0.000000
## 2077    GasA        Gd          Y      FuseA  7.136483  0.000000     0.000000
## 2078    GasA        TA          Y      SBrkr  6.935370  0.000000     0.000000
## 2079    GasA        Ex          Y      SBrkr  6.709304  6.218600     0.000000
## 2080    GasA        TA          Y      FuseA  6.892642  0.000000     0.000000
## 2081    GasA        Fa          Y      FuseA  6.751101  6.052089     0.000000
## 2082    GasA        TA          N      SBrkr  7.496097  0.000000     0.000000
## 2083    GasA        Gd          Y      SBrkr  6.932448  6.336826     0.000000
## 2084    GasA        TA          Y      FuseA  6.716595  0.000000     0.000000
## 2085    GasA        Ex          Y      SBrkr  7.019297  0.000000     0.000000
## 2086    GasA        Gd          N      SBrkr  7.033506  0.000000     0.000000
## 2087    GasA        Ex          Y      SBrkr  6.855409  5.929589     0.000000
## 2088    GasA        Fa          N      SBrkr  6.523562  6.523562     0.000000
## 2089    GasA        TA          Y      SBrkr  6.511745  0.000000     0.000000
## 2090    GasA        Gd          Y      SBrkr  6.591674  6.591674     0.000000
## 2091    GasA        Gd          Y      FuseA  6.720220  6.490724     4.691348
## 2092    GasA        Gd          Y      FuseA  6.999422  6.331502     0.000000
## 2093    GasA        Gd          N      FuseA  6.867974  6.660575     0.000000
## 2094    GasA        TA          Y      SBrkr  6.935370  0.000000     0.000000
## 2095    GasA        TA          Y      SBrkr  6.785588  6.315358     0.000000
## 2096    GasA        TA          N      FuseA  6.802395  0.000000     0.000000
## 2097    GasA        Gd          Y      SBrkr  6.529419  5.983936     0.000000
## 2098    GasA        Ex          Y      FuseA  6.807935  6.390241     0.000000
## 2099    GasA        TA          N      FuseA  6.011267  0.000000     0.000000
## 2100    GasA        Gd          Y      SBrkr  7.370860  0.000000     0.000000
## 2101    GasA        TA          N      FuseA  6.722630  6.682109     0.000000
## 2102    GasA        Ex          Y      SBrkr  6.594413  6.580639     0.000000
## 2103    GasA        Ex          Y      SBrkr  6.565265  5.733341     0.000000
## 2104    GasA        TA          Y      FuseP  7.228388  6.881411     0.000000
## 2105    GasA        Ex          Y      SBrkr  6.785588  6.487684     0.000000
## 2106    GasA        TA          N      SBrkr  6.584791  5.897154     0.000000
## 2107    GasW        Gd          Y      SBrkr  7.180831  7.075809     0.000000
## 2108    GasA        Gd          Y      SBrkr  6.892642  0.000000     0.000000
## 2109    GasA        TA          Y      SBrkr  6.997596  0.000000     0.000000
## 2110    GasA        TA          Y      SBrkr  7.042286  0.000000     0.000000
## 2111    GasA        Gd          Y      SBrkr  7.086738  6.161207     0.000000
## 2112    GasA        TA          Y      SBrkr  7.043160  6.388561     0.000000
## 2113    GasA        Ex          Y      SBrkr  6.725034  5.937536     0.000000
## 2114    GasA        Ex          Y      SBrkr  6.602588  6.318968     0.000000
## 2115    GasA        Ex          Y      SBrkr  6.922644  6.490724     0.000000
## 2116    GasA        Ex          Y      SBrkr  6.856462  0.000000     0.000000
## 2117    GasA        Ex          Y      SBrkr  6.716595  6.511745     0.000000
## 2118    GasA        Ex          Y      SBrkr  6.774224  6.150603     0.000000
## 2119    GasA        Ex          Y      SBrkr  6.921658  0.000000     0.000000
## 2120    GasA        TA          Y      SBrkr  6.338594  6.480045     0.000000
## 2122    GasA        Ex          Y      SBrkr  6.437752  6.240276     0.000000
## 2123    GasA        Gd          N      SBrkr  6.695799  0.000000     0.000000
## 2124    GasA        TA          Y      SBrkr  7.127694  6.639876     0.000000
## 2125    GasA        TA          Y      SBrkr  7.112327  6.517671     0.000000
## 2126    GasA        Ex          Y      SBrkr  7.065613  6.304449     0.000000
## 2127    GasA        Gd          Y      SBrkr  7.125283  6.610696     0.000000
## 2128    GasA        Ex          Y      SBrkr  6.716595  6.665684     0.000000
## 2129    GasA        TA          Y      SBrkr  6.645091  0.000000     0.000000
## 2130    GasA        TA          Y      FuseA  6.645091  6.645091     0.000000
## 2131    GasA        TA          Y      SBrkr  7.149132  0.000000     6.548219
## 2132    GasA        Gd          Y      SBrkr  6.781058  6.061457     0.000000
## 2133    GasA        Gd          Y      SBrkr  6.947937  0.000000     0.000000
## 2134    GasA        TA          Y      SBrkr  6.670766  6.107023     0.000000
## 2135    GasA        TA          Y      SBrkr  6.633318  0.000000     0.000000
## 2136    GasA        Ex          N      FuseF  6.695799  6.285998     0.000000
## 2137    GasA        Gd          N      SBrkr  6.961296  0.000000     0.000000
## 2138    GasA        TA          Y      SBrkr  6.981006  0.000000     0.000000
## 2139    GasA        TA          Y      SBrkr  7.000334  0.000000     0.000000
## 2140    GasA        Ex          Y      SBrkr  6.900731  0.000000     0.000000
## 2141    GasA        Ex          Y      SBrkr  6.942157  0.000000     0.000000
## 2142    GasA        Gd          Y      SBrkr  6.979145  0.000000     0.000000
## 2143    GasA        TA          Y      SBrkr  7.027315  0.000000     0.000000
## 2144    GasA        Fa          Y      SBrkr  7.039660  0.000000     0.000000
## 2145    GasA        Ex          Y      SBrkr  6.867974  0.000000     0.000000
## 2146    GasA        TA          Y      FuseA  7.080868  0.000000     0.000000
## 2147    GasA        Gd          Y      SBrkr  7.451242  0.000000     0.000000
## 2148    GasA        Gd          Y      SBrkr  6.762730  6.188264     0.000000
## 2149    GasA        Ex          Y      SBrkr  6.807935  0.000000     0.000000
## 2150    GasA        TA          Y      SBrkr  7.329750  0.000000     0.000000
## 2151    GasA        TA          Y      SBrkr  6.426488  6.137727     0.000000
## 2153    GasA        TA          Y      FuseA  7.319865  0.000000     0.000000
## 2154    GasA        Fa          N      SBrkr  6.762730  0.000000     0.000000
## 2155    GasA        TA          Y      SBrkr  6.432940  6.475433     0.000000
## 2156    GasA        Ex          Y      SBrkr  6.997596  7.451242     0.000000
## 2157    GasA        Ex          Y      SBrkr  7.394493  0.000000     0.000000
## 2158    GasA        Ex          Y      SBrkr  7.004882  7.003065     0.000000
## 2159    GasA        Ex          Y      SBrkr  7.172425  6.601230     0.000000
## 2160    GasA        Ex          Y      SBrkr  6.444131  6.591674     0.000000
## 2161    GasA        Ex          Y      SBrkr  7.387709  0.000000     0.000000
## 2162    GasA        Ex          Y      SBrkr  7.730614  0.000000     0.000000
## 2163    GasA        Ex          Y      SBrkr  7.477038  0.000000     0.000000
## 2164    GasA        Ex          Y      SBrkr  7.321189  0.000000     0.000000
## 2165    GasA        Ex          Y      SBrkr  7.404888  0.000000     0.000000
## 2166    GasA        Ex          Y      SBrkr  6.898715  0.000000     0.000000
## 2167    GasA        Ex          Y      SBrkr  7.257708  0.000000     0.000000
## 2168    GasA        Ex          Y      SBrkr  6.771936  6.802395     0.000000
## 2169    GasA        Ex          Y      SBrkr  6.663133  6.769642     0.000000
## 2170    GasA        Ex          Y      SBrkr  6.834109  6.797940     0.000000
## 2171    GasA        Ex          Y      SBrkr  7.069023  0.000000     0.000000
## 2172    GasA        TA          Y      SBrkr  6.981935  0.000000     0.000000
## 2173    GasA        TA          Y      SBrkr  7.351800  0.000000     0.000000
## 2174    GasA        Ex          Y      SBrkr  7.163172  6.770789     0.000000
## 2175    GasA        Ex          Y      SBrkr  7.220374  6.366470     0.000000
## 2176    GasA        Ex          Y      SBrkr  7.488294  0.000000     0.000000
## 2177    GasA        Ex          Y      SBrkr  7.029973  7.089243     0.000000
## 2178    GasA        Ex          Y      SBrkr  6.787845  6.778785     0.000000
## 2179    GasA        Ex          Y      SBrkr  6.744059  0.000000     0.000000
## 2180    GasA        Ex          Y      SBrkr  7.516977  0.000000     0.000000
## 2181    GasA        Ex          Y      SBrkr  7.276556  0.000000     0.000000
## 2182    GasA        Ex          Y      SBrkr  7.355641  0.000000     0.000000
## 2183    GasA        Ex          Y      SBrkr  7.216709  0.000000     0.000000
## 2184    GasA        TA          Y      SBrkr  6.996681  0.000000     0.000000
## 2185    GasA        Ex          Y      SBrkr  6.941190  0.000000     0.000000
## 2186    GasA        TA          Y      SBrkr  7.028201  0.000000     0.000000
## 2187    GasA        TA          Y      SBrkr  7.019297  0.000000     0.000000
## 2188    GasA        TA          Y      SBrkr  6.529419  6.572283     0.000000
## 2190    GasA        TA          N      SBrkr  7.050123  0.000000     0.000000
## 2191    GasA        TA          N      FuseF  7.050123  0.000000     0.000000
## 2192    GasA        TA          N      FuseP  6.665684  0.000000     0.000000
## 2193    GasA        Gd          Y      FuseF  6.373320  6.150603     0.000000
## 2194    GasA        Gd          Y      SBrkr  6.835185  5.342334     0.000000
## 2195    GasA        TA          Y      SBrkr  6.836259  0.000000     0.000000
## 2196    GasA        Gd          Y      FuseA  7.094235  0.000000     0.000000
## 2197    GasA        TA          Y      SBrkr  6.856462  5.840642     0.000000
## 2198    GasA        Ex          Y      SBrkr  7.261927  0.000000     0.000000
## 2199    GasA        Ex          Y      SBrkr  6.867974  6.867974     0.000000
## 2200    GasA        Ex          Y      SBrkr  6.511745  6.469250     0.000000
## 2201    GasA        Ex          Y      SBrkr  6.517671  6.378426     0.000000
## 2202    GasA        Ex          Y      SBrkr  6.683361  6.572283     0.000000
## 2203    GasA        TA          Y      SBrkr  6.709304  6.665684     0.000000
## 2204    GasA        Ex          Y      SBrkr  7.143618  6.513230     0.000000
## 2205    GasA        TA          Y      FuseF  6.838405  6.093570     0.000000
## 2206    GasA        Fa          N      FuseA  6.995766  0.000000     0.000000
## 2207    GasA        TA          Y      SBrkr  6.891626  6.792344     0.000000
## 2208    GasA        Ex          Y      SBrkr  7.105786  6.850126     0.000000
## 2209    GasA        Ex          Y      FuseA  7.549083  0.000000     0.000000
## 2210    GasA        TA          Y      SBrkr  6.248043  6.248043     0.000000
## 2211    GasA        TA          Y      SBrkr  6.824374  0.000000     0.000000
## 2212    GasA        Gd          Y      SBrkr  6.634633  5.802118     0.000000
## 2213    GasA        Gd          Y      FuseA  6.660575  6.042633     0.000000
## 2214    GasA        Ex          Y      SBrkr  6.996681  6.336826     0.000000
## 2215    GasA        TA          Y      FuseA  6.816736  0.000000     0.000000
## 2216    GasA        Gd          Y      FuseA  7.049255  6.690842     0.000000
## 2218    GasA        Ex          N      SBrkr  6.716595  6.285998     0.000000
## 2219    GasA        TA          N      FuseA  6.510258  5.937536     0.000000
## 2220    GasA        Ex          Y      SBrkr  6.070738  6.070738     0.000000
## 2221    GasA        Ex          Y      SBrkr  7.407924  0.000000     0.000000
## 2222    GasA        Ex          Y      SBrkr  7.406711  0.000000     0.000000
## 2223    GasA        Ex          Y      SBrkr  7.617268  0.000000     0.000000
## 2224    GasA        Ex          Y      SBrkr  6.814543  6.814543     0.000000
## 2225    GasA        TA          Y      SBrkr  6.842683  6.842683     0.000000
## 2226    GasA        Gd          Y      SBrkr  7.432484  0.000000     0.000000
## 2227    GasA        Gd          Y      SBrkr  7.314553  0.000000     0.000000
## 2228    GasA        Ex          Y      SBrkr  7.338238  0.000000     0.000000
## 2229    GasA        Ex          Y      SBrkr  6.825460  6.758095     0.000000
## 2230    GasA        Gd          Y      SBrkr  6.569481  6.594413     0.000000
## 2231    GasA        Ex          Y      SBrkr  6.680855  6.705639     0.000000
## 2232    GasA        Ex          Y      SBrkr  7.310550  0.000000     0.000000
## 2233    GasA        Ex          Y      SBrkr  7.136483  0.000000     0.000000
## 2234    GasA        Ex          Y      SBrkr  7.273093  0.000000     0.000000
## 2235    GasA        Ex          Y      SBrkr  7.424165  0.000000     0.000000
## 2236    GasA        Ex          Y      SBrkr  7.455298  0.000000     0.000000
## 2237    GasA        Ex          Y      SBrkr  7.583248  0.000000     0.000000
## 2238    GasA        Ex          Y      SBrkr  7.204149  0.000000     0.000000
## 2239    GasA        Ex          Y      SBrkr  6.996681  0.000000     0.000000
## 2240    GasA        Ex          Y      SBrkr  7.081709  0.000000     0.000000
## 2241    GasA        Gd          Y      SBrkr  7.090910  0.000000     0.000000
## 2242    GasA        Gd          Y      SBrkr  6.947937  0.000000     0.000000
## 2243    GasA        TA          Y      SBrkr  6.830874  6.311735     0.000000
## 2244    GasA        Gd          Y      SBrkr  6.267201  6.137727     0.000000
## 2245    GasA        TA          Y      SBrkr  6.267201  6.137727     0.000000
## 2246    GasA        Ex          Y      SBrkr  7.057037  0.000000     0.000000
## 2247    GasA        Ex          Y      SBrkr  6.304449  6.304449     0.000000
## 2248    GasA        Ex          Y      SBrkr  6.705639  0.000000     0.000000
## 2249    GasA        Gd          Y      SBrkr  6.740519  0.000000     0.000000
## 2250    GasA        TA          Y      SBrkr  6.791221  0.000000     0.000000
## 2252    GasA        TA          Y      SBrkr  7.370231  0.000000     0.000000
## 2253    GasA        Gd          Y      SBrkr  6.626718  6.447306     0.000000
## 2254    GasA        Gd          Y      SBrkr  6.829794  6.647688     0.000000
## 2255    GasA        Gd          Y      SBrkr  6.854355  6.643790     0.000000
## 2256    GasA        Gd          Y      SBrkr  6.539586  6.760415     0.000000
## 2257    GasA        Ex          Y      SBrkr  6.864848  7.202661     0.000000
## 2258    GasA        Gd          Y      SBrkr  7.080026  0.000000     0.000000
## 2259    GasA        Gd          Y      SBrkr  6.814543  6.597146     0.000000
## 2260    GasA        Fa          Y      SBrkr  7.029088  0.000000     0.000000
## 2261    GasA        Gd          Y      SBrkr  7.073270  0.000000     0.000000
## 2262    GasA        Gd          Y      SBrkr  7.186901  0.000000     0.000000
## 2263    GasA        Ex          Y      SBrkr  7.060476  7.228388     0.000000
## 2264    GasA        Ex          Y      SBrkr  7.757479  0.000000     0.000000
## 2265    GasW        TA          Y      SBrkr  7.261927  0.000000     0.000000
## 2266    GasA        Ex          Y      SBrkr  7.385851  0.000000     0.000000
## 2267    GasA        Ex          Y      SBrkr  7.711997  0.000000     0.000000
## 2268    GasA        Ex          Y      SBrkr  7.622175  0.000000     0.000000
## 2269    GasA        TA          Y      SBrkr  7.158514  0.000000     0.000000
## 2270    GasA        Ex          Y      SBrkr  6.587550  6.626718     0.000000
## 2271    GasA        TA          Y      SBrkr  7.417580  0.000000     0.000000
## 2272    GasA        TA          Y      SBrkr  6.990257  6.740519     0.000000
## 2273    GasA        TA          Y      SBrkr  7.071573  0.000000     0.000000
## 2274    GasA        Ex          Y      SBrkr  7.210818  0.000000     0.000000
## 2275    GasA        TA          Y      SBrkr  7.107425  0.000000     0.000000
## 2276    GasA        TA          Y      SBrkr  7.189168  0.000000     0.000000
## 2277    GasA        TA          Y      SBrkr  6.989335  6.677083     0.000000
## 2278    GasA        TA          Y      SBrkr  7.260523  0.000000     0.000000
## 2279    GasA        Ex          Y      SBrkr  6.818924  0.000000     0.000000
## 2280    GasA        Ex          Y      SBrkr  6.818924  0.000000     0.000000
## 2281    GasA        Ex          Y      SBrkr  7.198931  0.000000     0.000000
## 2282    GasA        Ex          Y      SBrkr  7.198931  0.000000     0.000000
## 2283    GasA        TA          Y      SBrkr  6.265301  6.342121     0.000000
## 2284    GasA        Ex          Y      SBrkr  6.511745  6.304449     0.000000
## 2285    GasA        TA          Y      SBrkr  6.962243  0.000000     0.000000
## 2286    GasA        TA          Y      SBrkr  6.896694  0.000000     0.000000
## 2287    GasA        Ex          Y      SBrkr  7.504942  0.000000     0.000000
## 2288    GasA        Ex          Y      SBrkr  7.435438  0.000000     0.000000
## 2289    GasA        Ex          Y      SBrkr  7.660585  0.000000     0.000000
## 2290    GasA        Ex          Y      SBrkr  7.572503  6.570883     0.000000
## 2291    GasA        Ex          Y      SBrkr  7.046647  7.246368     0.000000
## 2292    GasA        Ex          Y      SBrkr  7.624131  0.000000     0.000000
## 2293    GasA        Ex          Y      SBrkr  7.845024  0.000000     0.000000
## 2294    GasA        Ex          Y      SBrkr  7.451822  6.944087     0.000000
## 2295    GasA        Ex          Y      SBrkr  7.736744  0.000000     0.000000
## 2296    GasA        Ex          Y      SBrkr  7.367077  6.347389     0.000000
## 2297    GasA        Ex          Y      SBrkr  6.865891  7.041412     0.000000
## 2298    GasA        Ex          Y      SBrkr  7.497207  0.000000     0.000000
## 2299    GasA        Ex          Y      SBrkr  7.449498  7.122060     0.000000
## 2300    GasA        Ex          Y      SBrkr  7.104965  7.063904     0.000000
## 2301    GasA        Ex          Y      SBrkr  6.797940  6.828712     0.000000
## 2302    GasA        Ex          Y      SBrkr  7.387090  0.000000     0.000000
## 2303    GasA        Ex          Y      SBrkr  7.451242  0.000000     0.000000
## 2304    GasA        Ex          Y      SBrkr  7.169350  6.274762     0.000000
## 2305    GasA        Ex          Y      SBrkr  7.172425  0.000000     0.000000
## 2306    GasA        Ex          Y      SBrkr  7.172425  0.000000     0.000000
## 2307    GasA        Ex          Y      SBrkr  7.217443  0.000000     0.000000
## 2308    GasA        Ex          Y      SBrkr  7.349231  0.000000     0.000000
## 2309    GasA        Ex          Y      SBrkr  7.363914  0.000000     0.000000
## 2310    GasA        Ex          Y      SBrkr  7.189168  0.000000     0.000000
## 2311    GasA        Ex          Y      SBrkr  7.248504  0.000000     0.000000
## 2312    GasA        Ex          Y      SBrkr  6.645091  6.591674     0.000000
## 2313    GasA        Ex          Y      SBrkr  6.645091  6.645091     0.000000
## 2314    GasA        Ex          Y      SBrkr  6.411818  6.746412     0.000000
## 2315    GasA        Ex          Y      SBrkr  6.605298  6.630683     0.000000
## 2316    GasA        Ex          Y      SBrkr  6.549651  6.955593     0.000000
## 2317    GasA        Ex          Y      SBrkr  7.190676  0.000000     0.000000
## 2318    GasA        Ex          Y      SBrkr  6.624065  6.624065     0.000000
## 2319    GasA        Ex          Y      SBrkr  6.591674  6.591674     0.000000
## 2320    GasA        Ex          Y      SBrkr  7.138073  0.000000     0.000000
## 2321    GasA        Ex          Y      SBrkr  7.371489  0.000000     0.000000
## 2322    GasA        Ex          Y      SBrkr  7.144407  0.000000     0.000000
## 2323    GasA        Ex          Y      SBrkr  7.021084  0.000000     0.000000
## 2324    GasA        Ex          Y      SBrkr  6.613384  6.447306     0.000000
## 2325    GasA        Ex          Y      SBrkr  7.330405  0.000000     0.000000
## 2326    GasA        Ex          Y      SBrkr  6.626718  6.463029     0.000000
## 2327    GasA        Ex          Y      SBrkr  6.742881  7.004882     0.000000
## 2328    GasA        Ex          Y      SBrkr  6.762730  7.031741     0.000000
## 2329    GasA        Ex          Y      SBrkr  6.846943  6.621406     0.000000
## 2330    GasA        Ex          Y      SBrkr  6.869014  6.527958     0.000000
## 2331    GasA        Ex          Y      SBrkr  7.484369  6.650279     0.000000
## 2332    GasA        Ex          Y      SBrkr  7.421776  7.249926     0.000000
## 2333    GasA        Ex          Y      SBrkr  7.252762  7.066467     0.000000
## 2334    GasA        Ex          Y      SBrkr  7.011214  7.153052     0.000000
## 2335    GasA        Ex          Y      SBrkr  7.008505  7.001246     0.000000
## 2336    GasA        Ex          Y      SBrkr  7.197435  7.093405     0.000000
## 2337    GasA        Ex          Y      SBrkr  7.222566  0.000000     0.000000
## 2338    GasA        Ex          Y      SBrkr  7.341484  0.000000     0.000000
## 2339    GasA        Gd          Y      SBrkr  7.336286  0.000000     0.000000
## 2340    GasA        Ex          Y      SBrkr  7.584265  0.000000     0.000000
## 2341    GasA        Ex          Y      SBrkr  7.332369  0.000000     0.000000
## 2342    GasA        Ex          Y      SBrkr  7.338888  0.000000     0.000000
## 2343    GasA        Ex          Y      SBrkr  7.317876  0.000000     0.000000
## 2344    GasA        Ex          Y      SBrkr  6.890609  6.903747     0.000000
## 2345    GasA        Ex          Y      SBrkr  7.172425  6.270988     0.000000
## 2346    GasA        Ex          Y      SBrkr  7.199678  0.000000     0.000000
## 2347    GasA        Ex          Y      SBrkr  7.197435  0.000000     0.000000
## 2348    GasA        Ex          Y      SBrkr  6.799056  6.799056     0.000000
## 2349    GasA        Ex          Y      SBrkr  6.587550  6.761573     0.000000
## 2350    GasA        Ex          Y      SBrkr  6.862758  6.830874     0.000000
## 2351    GasA        Ex          Y      SBrkr  7.368340  0.000000     0.000000
## 2352    GasA        Ex          Y      SBrkr  7.430114  0.000000     0.000000
## 2353    GasA        Ex          Y      SBrkr  7.055313  7.159292     0.000000
## 2354    GasA        Ex          Y      SBrkr  7.003974  0.000000     0.000000
## 2355    GasA        Ex          Y      SBrkr  7.042286  0.000000     0.000000
## 2356    GasA        Ex          Y      SBrkr  6.998510  0.000000     0.000000
## 2357    GasA        Ex          Y      SBrkr  7.304516  0.000000     0.000000
## 2358    GasA        Ex          Y      SBrkr  6.825460  6.803505     0.000000
## 2359    GasA        Ex          Y      SBrkr  6.447306  6.456770     0.000000
## 2360    GasA        TA          Y      SBrkr  6.796824  0.000000     0.000000
## 2361    GasA        TA          Y      SBrkr  6.947937  0.000000     0.000000
## 2362    GasA        Gd          Y      SBrkr  7.148346  7.117206     0.000000
## 2363    GasA        TA          Y      SBrkr  6.945051  0.000000     0.000000
## 2364    GasA        TA          Y      SBrkr  6.962243  0.000000     0.000000
## 2365    GasA        Ex          Y      SBrkr  7.229114  0.000000     0.000000
## 2366    GasA        Ex          Y      SBrkr  7.049255  0.000000     0.000000
## 2367    GasA        Ex          Y      SBrkr  7.356280  0.000000     0.000000
## 2368    GasA        Ex          Y      SBrkr  7.210080  0.000000     0.000000
## 2369    GasA        Ex          Y      SBrkr  7.346655  0.000000     0.000000
## 2370    GasA        Gd          Y      SBrkr  6.630683  6.613384     0.000000
## 2371    GasA        Ex          Y      SBrkr  6.646391  6.690842     0.000000
## 2372    GasA        Ex          Y      SBrkr  7.214504  0.000000     0.000000
## 2373    GasA        Ex          Y      SBrkr  6.978214  6.884487     0.000000
## 2374    GasA        Ex          Y      SBrkr  7.107425  7.041412     0.000000
## 2375    GasA        Ex          Y      SBrkr  7.309881  0.000000     0.000000
## 2376    GasA        Ex          Y      SBrkr  7.767687  0.000000     0.000000
## 2377    GasA        Gd          Y      SBrkr  7.823246  0.000000     0.000000
## 2378    GasA        Ex          Y      SBrkr  7.050123  0.000000     0.000000
## 2379    GasA        TA          Y      SBrkr  7.247081  6.916715     0.000000
## 2380    GasA        Ex          Y      SBrkr  6.987490  0.000000     0.000000
## 2381    GasA        Fa          Y      SBrkr  7.167038  0.000000     0.000000
## 2382    GasA        TA          Y      SBrkr  7.384610  0.000000     0.000000
## 2383    GasA        Ex          Y      SBrkr  7.374629  0.000000     0.000000
## 2384    GasA        Ex          Y      SBrkr  6.995766  6.892642     0.000000
## 2385    GasA        Gd          Y      SBrkr  6.997596  0.000000     0.000000
## 2386    GasA        TA          Y      SBrkr  6.959399  0.000000     0.000000
## 2387    GasA        TA          Y      SBrkr  7.010312  0.000000     0.000000
## 2388    GasA        TA          N      SBrkr  7.110696  0.000000     0.000000
## 2389    GasA        Gd          Y      SBrkr  6.980076  0.000000     0.000000
## 2390    GasA        TA          Y      SBrkr  7.080026  0.000000     0.000000
## 2391    GasA        Ex          Y      SBrkr  6.872128  0.000000     0.000000
## 2392    GasA        TA          Y      SBrkr  6.796824  0.000000     0.000000
## 2393    GasA        Ex          Y      SBrkr  7.090910  0.000000     0.000000
## 2394    GasA        TA          Y      SBrkr  6.949856  0.000000     0.000000
## 2395    GasA        Ex          Y      SBrkr  6.740519  7.177782     0.000000
## 2396    GasA        TA          Y      SBrkr  7.226209  0.000000     0.000000
## 2397    GasA        Gd          Y      SBrkr  7.410347  0.000000     0.000000
## 2398    GasA        TA          Y      SBrkr  6.812345  0.000000     0.000000
## 2399    GasA        Fa          N      SBrkr  6.502790  0.000000     0.000000
## 2400    GasA        TA          N      FuseA  6.093570  5.433722     0.000000
## 2401    GasA        Ex          Y      SBrkr  6.695799  0.000000     0.000000
## 2402    GasA        Ex          Y      SBrkr  7.048386  0.000000     0.000000
## 2403    GasA        TA          Y      SBrkr  7.353082  0.000000     0.000000
## 2404    GasA        Ex          Y      SBrkr  7.155396  0.000000     0.000000
## 2405    GasA        TA          Y      SBrkr  7.134891  0.000000     0.000000
## 2406    GasA        TA          Y      SBrkr  6.842683  0.000000     0.000000
## 2407    GasA        Ex          Y      SBrkr  6.916715  0.000000     0.000000
## 2408    GasA        Gd          Y      SBrkr  6.960348  0.000000     0.000000
## 2409    GasA        TA          Y      SBrkr  7.043160  0.000000     0.000000
## 2410    GasA        Gd          Y      SBrkr  7.451242  0.000000     0.000000
## 2411    GasA        TA          Y      FuseA  6.827629  0.000000     0.000000
## 2412    GasA        TA          Y      SBrkr  7.252762  0.000000     0.000000
## 2413    GasA        TA          Y      SBrkr  7.104144  0.000000     0.000000
## 2414    GasA        Gd          Y      SBrkr  7.051856  0.000000     0.000000
## 2415    GasA        TA          Y      SBrkr  7.353082  0.000000     0.000000
## 2416    GasA        TA          Y      SBrkr  6.855409  0.000000     0.000000
## 2417    GasA        TA          Y      FuseF  6.947937  0.000000     0.000000
## 2418    GasA        TA          Y      SBrkr  6.830874  0.000000     0.000000
## 2419    GasA        Gd          Y      SBrkr  6.947937  6.216606     0.000000
## 2420    GasA        TA          Y      SBrkr  6.830874  0.000000     0.000000
## 2421    GasA        Gd          Y      SBrkr  7.407318  0.000000     0.000000
## 2422    GasA        TA          Y      SBrkr  6.829794  0.000000     0.000000
## 2423    GasA        Gd          Y      SBrkr  6.908755  6.300786     0.000000
## 2424    GasA        Ex          Y      SBrkr  7.104144  0.000000     6.240276
## 2425    GasA        Gd          Y      SBrkr  7.177019  7.483807     0.000000
## 2426    GasA        Ex          Y      SBrkr  6.740519  6.079933     0.000000
## 2427    GasA        Ex          Y      SBrkr  6.622736  6.664409     0.000000
## 2428    GasA        TA          Y      SBrkr  6.943122  6.424869     0.000000
## 2429    GasA        Gd          Y      SBrkr  6.790097  0.000000     0.000000
## 2430    GasA        Gd          Y      SBrkr  6.859615  0.000000     0.000000
## 2431    GasA        Fa          Y      FuseA  7.122060  0.000000     0.000000
## 2432    GasA        Ex          Y      SBrkr  6.947937  0.000000     0.000000
## 2433    GasA        TA          Y      SBrkr  7.065613  0.000000     0.000000
## 2434    GasA        Gd          Y      FuseA  7.125283  0.000000     0.000000
## 2435    GasA        TA          Y      SBrkr  7.228388  0.000000     0.000000
## 2436    GasA        Gd          Y      SBrkr  6.830874  0.000000     0.000000
## 2437    GasA        Gd          Y      SBrkr  6.762730  0.000000     0.000000
## 2438    GasA        TA          Y      SBrkr  6.842683  0.000000     0.000000
## 2439    GasA        TA          Y      SBrkr  6.867974  0.000000     0.000000
## 2440    GasA        TA          Y      SBrkr  6.765039  6.066108     0.000000
## 2441    GasA        TA          N      FuseF  6.930495  0.000000     0.000000
## 2442    GasA        Gd          Y      SBrkr  6.875232  0.000000     0.000000
## 2443    GasA        Ex          Y      SBrkr  6.978214  0.000000     0.000000
## 2444    GasA        Ex          Y      SBrkr  6.523562  6.204558     0.000000
## 2445    GasA        Gd          N      SBrkr  6.635947  5.942799     0.000000
## 2446    GasA        Ex          Y      SBrkr  7.053586  6.466145     0.000000
## 2447    GasA        Ex          N      SBrkr  6.813445  6.761573     0.000000
## 2448    GasA        TA          Y      SBrkr  6.818924  6.591674     0.000000
## 2449    GasA        Ex          Y      SBrkr  6.424869  6.424869     0.000000
## 2450    GasA        TA          Y      SBrkr  6.899723  6.492240     0.000000
## 2451    GasA        Gd          Y      SBrkr  6.533789  6.510258     0.000000
## 2452    GasA        TA          Y      FuseA  7.180070  7.041412     0.000000
## 2453    GasA        Gd          Y      SBrkr  6.876265  0.000000     0.000000
## 2454    GasA        Ex          Y      SBrkr  7.232010  0.000000     0.000000
## 2455    GasA        TA          N      FuseA  6.821107  4.976734     0.000000
## 2456    GasA        TA          Y      SBrkr  6.814543  6.265301     0.000000
## 2457    GasA        Ex          Y      SBrkr  6.591674  6.304449     0.000000
## 2458    GasA        Ex          Y      SBrkr  6.411818  6.437752     0.000000
## 2459    GasA        Ex          Y      SBrkr  6.785588  0.000000     0.000000
## 2460    GasA        Gd          Y      SBrkr  6.759255  6.308098     0.000000
## 2461    GasA        Ex          Y      SBrkr  6.802395  6.049733     0.000000
## 2462    GasA        Ex          Y      SBrkr  6.922644  6.023448     0.000000
## 2463    GasA        Gd          Y      FuseA  6.806829  5.937536     0.000000
## 2464    GasA        Ex          Y      FuseA  7.003974  7.060476     0.000000
## 2465    GasA        Ex          Y      SBrkr  6.624065  6.437752     0.000000
## 2466    GasA        TA          Y      SBrkr  6.867974  5.877736     0.000000
## 2467    GasA        Gd          N      FuseA  6.511745  6.511745     0.000000
## 2468    GasA        TA          N      FuseA  6.839476  5.484797     0.000000
## 2469    GasA        TA          N      FuseA  6.877296  5.505332     0.000000
## 2470    GasA        Fa          Y      SBrkr  7.311886  6.682109     0.000000
## 2471    GasA        Ex          Y      SBrkr  6.884487  6.884487     0.000000
## 2472    GasA        Gd          Y      SBrkr  7.037906  6.949856     0.000000
## 2473    GasA        TA          Y      SBrkr  6.732211  6.169611     0.000000
## 2475    GasA        TA          Y      SBrkr  7.141245  6.913737     0.000000
## 2476    GasA        TA          N      SBrkr  6.658011  6.224558     0.000000
## 2477    GasA        TA          Y      SBrkr  6.907755  0.000000     0.000000
## 2478    GasA        Gd          Y      SBrkr  7.281386  0.000000     0.000000
## 2479    GasA        TA          Y      SBrkr  6.913737  0.000000     0.000000
## 2480    GasA        TA          Y      SBrkr  6.928538  0.000000     0.000000
## 2481    GasA        TA          Y      SBrkr  6.947937  0.000000     0.000000
## 2482    GasA        Gd          Y      SBrkr  6.767343  0.000000     0.000000
## 2483    GasA        TA          Y      SBrkr  6.800170  0.000000     0.000000
## 2484    GasA        TA          Y      SBrkr  6.850126  0.000000     0.000000
## 2485    GasA        Ex          Y      SBrkr  6.816736  0.000000     0.000000
## 2486    GasA        Gd          Y      SBrkr  7.226936  0.000000     0.000000
## 2487    GasA        Fa          Y      SBrkr  7.357556  6.992096     0.000000
## 2488    GasA        Ex          Y      FuseA  6.683361  6.224558     0.000000
## 2489    GasA        TA          Y      SBrkr  7.170120  0.000000     0.000000
## 2491    GasA        TA          N      FuseA  6.906755  0.000000     0.000000
## 2492    GasA        Ex          Y      SBrkr  7.328437  0.000000     0.000000
## 2493    GasA        Ex          Y      SBrkr  7.189922  0.000000     0.000000
## 2494    GasA        TA          Y      SBrkr  7.396949  0.000000     0.000000
## 2495    GasA        TA          N      SBrkr  7.125283  0.000000     0.000000
## 2496    GasA        Ex          Y      SBrkr  7.792762  0.000000     0.000000
## 2497    GasA        Ex          Y      SBrkr  6.896694  6.459904     0.000000
## 2498    GasA        TA          Y      SBrkr  6.762730  0.000000     0.000000
## 2499    GasA        TA          N      SBrkr  6.850126  0.000000     0.000000
## 2500    GasA        Gd          Y      SBrkr  6.946014  0.000000     0.000000
## 2501    GasA        Ex          Y      SBrkr  7.202661  0.000000     0.000000
## 2502    GasA        TA          N      SBrkr  6.985642  5.993961     0.000000
## 2503    GasW        Fa          N      SBrkr  6.894670  5.932245     0.000000
## 2504    GasA        Ex          Y      SBrkr  7.008505  6.576470     0.000000
## 2505    GasA        Ex          Y      SBrkr  6.937314  6.835185     0.000000
## 2506    GasA        Ex          Y      SBrkr  7.409742  0.000000     0.000000
## 2507    GasA        Ex          Y      SBrkr  7.669028  0.000000     0.000000
## 2508    GasA        Ex          Y      SBrkr  7.409742  0.000000     0.000000
## 2509    GasA        Ex          Y      SBrkr  7.344073  0.000000     0.000000
## 2510    GasA        Ex          Y      SBrkr  7.313887  0.000000     0.000000
## 2511    GasA        Ex          Y      SBrkr  7.147559  0.000000     0.000000
## 2512    GasA        Ex          Y      SBrkr  6.779922  6.821107     0.000000
## 2513    GasA        Ex          Y      SBrkr  6.853299  6.833032     0.000000
## 2514    GasA        Ex          Y      SBrkr  7.463937  0.000000     0.000000
## 2515    GasA        Gd          Y      SBrkr  6.930495  0.000000     0.000000
## 2516    GasA        Ex          Y      SBrkr  6.472346  6.496775     0.000000
## 2517    GasA        Ex          Y      SBrkr  6.898715  0.000000     0.000000
## 2518    GasA        Ex          Y      SBrkr  7.001246  0.000000     0.000000
## 2519    GasA        Ex          Y      SBrkr  6.896694  6.786717     0.000000
## 2520    GasA        Ex          Y      SBrkr  6.749931  6.803505     0.000000
## 2521    GasA        Ex          Y      SBrkr  6.740519  6.740519     0.000000
## 2522    GasA        Ex          Y      SBrkr  6.893656  6.754604     0.000000
## 2523    GasA        TA          Y      SBrkr  6.796824  0.000000     0.000000
## 2524    GasA        TA          Y      SBrkr  6.933423  0.000000     0.000000
## 2525    GasA        TA          Y      SBrkr  6.917706  0.000000     0.000000
## 2526    GasA        TA          Y      SBrkr  6.947937  0.000000     0.000000
## 2527    GasA        TA          Y      SBrkr  6.811244  0.000000     0.000000
## 2528    GasA        TA          Y      SBrkr  6.779922  0.000000     0.000000
## 2529    GasA        Gd          Y      SBrkr  6.762730  0.000000     0.000000
## 2530    GasA        Gd          Y      SBrkr  6.775366  0.000000     0.000000
## 2531    GasA        Ex          Y      SBrkr  7.422971  0.000000     0.000000
## 2532    GasA        Ex          Y      SBrkr  6.900731  6.846943     0.000000
## 2533    GasA        Ex          Y      SBrkr  6.758095  6.768493     0.000000
## 2534    GasA        Ex          Y      SBrkr  7.373374  0.000000     0.000000
## 2535    GasA        Ex          Y      SBrkr  7.334329  6.812345     0.000000
## 2536    GasA        Ex          Y      SBrkr  7.100852  6.660575     0.000000
## 2537    GasA        Ex          Y      SBrkr  7.201916  0.000000     0.000000
## 2538    GasA        Ex          Y      SBrkr  6.605298  6.605298     0.000000
## 2539    GasA        Ex          Y      SBrkr  7.082549  0.000000     0.000000
## 2540    GasA        Ex          Y      SBrkr  7.193686  0.000000     0.000000
## 2541    GasA        Gd          Y      SBrkr  6.605298  6.625392     0.000000
## 2542    GasA        Ex          Y      SBrkr  6.645091  6.645091     0.000000
## 2543    GasA        Gd          Y      SBrkr  6.842683  0.000000     0.000000
## 2544    GasA        TA          Y      SBrkr  6.993015  0.000000     0.000000
## 2545    GasA        TA          Y      SBrkr  6.804615  6.111467     0.000000
## 2546    GasA        Gd          Y      SBrkr  7.073270  0.000000     0.000000
## 2547    GasA        TA          Y      SBrkr  6.951772  0.000000     0.000000
## 2548    GasA        TA          Y      SBrkr  7.003974  7.033506     0.000000
## 2549    GasA        Gd          Y      SBrkr  6.599870  6.514713     0.000000
## 2550    GasA        Ex          Y      SBrkr  8.536211  0.000000     0.000000
## 2551    GasA        Ex          Y      SBrkr  6.978214  0.000000     0.000000
## 2552    GasA        Ex          Y      SBrkr  6.867974  0.000000     0.000000
## 2553    GasA        TA          N      SBrkr  7.050123  0.000000     0.000000
## 2554    GasA        TA          N      SBrkr  7.086738  0.000000     0.000000
## 2555    GasA        TA          Y      SBrkr  6.608001  4.836282     0.000000
## 2556    GasA        TA          Y      SBrkr  6.645091  0.000000     0.000000
## 2557    GasA        TA          Y      SBrkr  6.762730  0.000000     0.000000
## 2558    Grav        Fa          N      FuseA  7.167809  7.167809     0.000000
## 2559    GasA        TA          Y      SBrkr  7.260523  0.000000     0.000000
## 2560    GasA        Gd          Y      SBrkr  6.633318  6.291569     0.000000
## 2561    GasA        TA          Y      SBrkr  6.342121  6.276643     0.000000
## 2562    GasA        TA          N      SBrkr  6.747587  6.373320     0.000000
## 2563    GasA        TA          Y      SBrkr  6.532334  6.654153     0.000000
## 2564    GasA        Gd          Y      SBrkr  6.766192  6.747587     0.000000
## 2565    GasA        Fa          Y      SBrkr  7.112327  0.000000     0.000000
## 2566    GasA        Ex          Y      SBrkr  7.115582  6.265301     0.000000
## 2567    GasA        Ex          Y      SBrkr  6.634633  6.390241     0.000000
## 2568    GasA        TA          Y      SBrkr  7.353082  0.000000     0.000000
## 2569    GasA        Ex          Y      SBrkr  7.305860  0.000000     0.000000
## 2570    GasA        Gd          Y      SBrkr  6.272877  6.248043     0.000000
## 2571    GasA        Gd          Y      SBrkr  7.427144  0.000000     0.000000
## 2572    GasA        Gd          Y      SBrkr  6.928538  0.000000     0.000000
## 2573    GasA        Ex          Y      SBrkr  7.436617  0.000000     0.000000
## 2574    GasA        Gd          Y      SBrkr  7.910957  0.000000     0.000000
## 2575    GasA        Gd          Y      FuseA  6.580639  6.206576     0.000000
## 2576    GasA        Ex          Y      SBrkr  6.842683  6.501290     0.000000
## 2578    GasA        Ex          Y      SBrkr  6.705639  0.000000     0.000000
## 2579    GasA        Ex          Y      SBrkr  6.463029  0.000000     5.327876
## 2580    GasA        Fa          N      SBrkr  6.942157  6.864848     0.000000
## 2581    GasA        Gd          Y      FuseA  6.979145  0.000000     0.000000
## 2582    GasA        Ex          Y      SBrkr  6.909753  0.000000     0.000000
## 2583    GasA        Gd          Y      SBrkr  7.393878  0.000000     0.000000
## 2584    GasA        TA          Y      SBrkr  7.170120  0.000000     0.000000
## 2585    GasA        Ex          Y      SBrkr  7.239215  0.000000     0.000000
## 2586    GasA        Ex          Y      SBrkr  7.251345  0.000000     0.000000
## 2587    GasA        TA          Y      SBrkr  7.299121  0.000000     0.000000
## 2588    GasA        TA          Y      SBrkr  6.823286  0.000000     0.000000
## 2589    GasA        TA          Y      SBrkr  6.934397  0.000000     0.000000
## 2590    GasA        Ex          Y      SBrkr  7.314553  0.000000     0.000000
## 2591    GasA        Gd          Y      SBrkr  7.731931  0.000000     0.000000
## 2592    GasA        Ex          Y      SBrkr  7.432484  0.000000     0.000000
## 2593    GasA        Ex          Y      SBrkr  7.355641  0.000000     0.000000
## 2594    GasA        Gd          Y      SBrkr  7.123673  0.000000     0.000000
## 2595    GasA        Ex          Y      SBrkr  7.180070  0.000000     0.000000
## 2596    GasA        Ex          Y      SBrkr  7.561642  0.000000     0.000000
## 2597    GasA        Ex          Y      SBrkr  7.307873  0.000000     0.000000
## 2598    GasA        Ex          Y      SBrkr  7.044905  7.201171     0.000000
## 2599    GasA        Ex          Y      SBrkr  7.509335  0.000000     0.000000
## 2600    GasA        Ex          Y      SBrkr  7.618251  0.000000     0.000000
## 2601    GasA        Ex          Y      SBrkr  6.842683  0.000000     0.000000
## 2602    GasA        TA          Y      SBrkr  6.304449  6.304449     0.000000
## 2603    GasA        TA          Y      SBrkr  6.274762  6.137727     0.000000
## 2604    GasA        Ex          Y      SBrkr  6.304449  6.304449     0.000000
## 2605    GasA        Ex          Y      SBrkr  6.304449  6.304449     0.000000
## 2606    GasA        TA          Y      SBrkr  6.916715  0.000000     0.000000
## 2607    GasA        TA          Y      SBrkr  7.213032  0.000000     0.000000
## 2608    GasA        TA          Y      SBrkr  7.424762  0.000000     0.000000
## 2609    GasA        Ex          Y      SBrkr  6.575076  6.575076     0.000000
## 2610    GasA        TA          Y      SBrkr  6.680855  0.000000     0.000000
## 2611    GasA        TA          N      SBrkr  7.383368  0.000000     0.000000
## 2612    GasA        TA          Y      SBrkr  7.072422  0.000000     0.000000
## 2613    GasA        TA          Y      SBrkr  6.705639  0.000000     0.000000
## 2614    GasA        TA          Y      SBrkr  6.788972  0.000000     0.000000
## 2615    GasA        Gd          Y      SBrkr  7.165493  0.000000     0.000000
## 2616    GasA        TA          Y      SBrkr  6.932448  0.000000     0.000000
## 2617    GasA        Fa          Y      SBrkr  7.494430  0.000000     0.000000
## 2618    GasA        Ex          Y      SBrkr  7.237778  0.000000     0.000000
## 2619    GasA        Gd          Y      SBrkr  7.524021  0.000000     0.000000
## 2620    GasA        Ex          Y      SBrkr  6.701960  6.569481     0.000000
## 2621    GasA        Gd          Y      SBrkr  6.661855  6.792344     0.000000
## 2622    GasA        Gd          Y      SBrkr  6.711740  6.862758     0.000000
## 2623    GasA        Ex          Y      SBrkr  6.980076  6.898715     0.000000
## 2624    GasA        Ex          Y      SBrkr  7.438972  6.240276     0.000000
## 2625    GasA        Ex          Y      SBrkr  7.640123  6.411818     0.000000
## 2626    GasA        Gd          Y      SBrkr  7.064759  0.000000     0.000000
## 2627    GasA        TA          Y      SBrkr  7.094235  0.000000     0.000000
## 2628    GasA        Ex          Y      SBrkr  7.254885  7.233455     0.000000
## 2629    GasA        Ex          Y      SBrkr  7.332369  7.529943     0.000000
## 2630    GasA        Ex          Y      SBrkr  7.005789  7.224025     0.000000
## 2631    GasA        Ex          Y      SBrkr  7.523481  6.744059     0.000000
## 2632    GasA        Ex          Y      SBrkr  7.237778  7.248504     0.000000
## 2633    GasA        Ex          Y      SBrkr  7.447168  0.000000     0.000000
## 2634    GasA        Ex          Y      SBrkr  7.601402  0.000000     0.000000
## 2635    GasA        TA          Y      SBrkr  7.005789  0.000000     0.000000
## 2636    GasA        TA          Y      SBrkr  6.852243  6.816736     0.000000
## 2637    GasA        TA          Y      SBrkr  6.988413  0.000000     0.000000
## 2638    GasA        Ex          Y      SBrkr  6.867974  7.214504     0.000000
## 2639    GasA        TA          Y      SBrkr  7.012115  6.642487     0.000000
## 2640    GasA        TA          Y      SBrkr  7.006695  0.000000     0.000000
## 2641    GasA        TA          Y      SBrkr  6.774224  0.000000     0.000000
## 2642    GasA        Ex          Y      SBrkr  7.258412  0.000000     0.000000
## 2643    GasA        TA          Y      SBrkr  6.265301  6.342121     0.000000
## 2644    GasA        Gd          Y      SBrkr  6.641182  6.398595     0.000000
## 2645    GasA        Ex          Y      SBrkr  6.204558  6.285998     0.000000
## 2646    GasA        TA          Y      SBrkr  6.182085  6.144186     0.000000
## 2647    GasA        Gd          Y      SBrkr  6.265301  6.342121     0.000000
## 2648    GasA        Gd          Y      SBrkr  6.975414  0.000000     0.000000
## 2649    GasA        TA          Y      SBrkr  7.235619  0.000000     0.000000
## 2650    GasA        TA          Y      SBrkr  6.962243  0.000000     0.000000
## 2651    GasA        Gd          Y      SBrkr  6.752270  6.400257     0.000000
## 2652    GasA        Gd          Y      SBrkr  7.461066  6.747587     0.000000
## 2653    GasA        Ex          Y      SBrkr  7.389564  0.000000     0.000000
## 2654    GasA        Ex          Y      SBrkr  7.462215  0.000000     0.000000
## 2655    GasA        Ex          Y      SBrkr  7.533159  0.000000     0.000000
## 2656    GasA        Ex          Y      SBrkr  7.019297  6.993933     0.000000
## 2657    GasA        Ex          Y      SBrkr  7.393878  6.146329     0.000000
## 2658    GasA        Ex          Y      SBrkr  7.098376  6.951772     0.000000
## 2659    GasA        Gd          Y      SBrkr  6.961296  7.197435     0.000000
## 2660    GasA        Ex          Y      SBrkr  7.342779  6.703188     0.000000
## 2661    GasA        Ex          Y      SBrkr  7.491645  0.000000     0.000000
## 2662    GasA        Ex          Y      SBrkr  7.484930  0.000000     0.000000
## 2663    GasA        Ex          Y      SBrkr  7.263330  6.192362     0.000000
## 2664    GasA        Ex          Y      SBrkr  7.356280  0.000000     0.000000
## 2665    GasA        Ex          Y      SBrkr  7.430707  0.000000     0.000000
## 2666    GasA        Ex          Y      SBrkr  7.418781  0.000000     0.000000
## 2667    GasA        Ex          Y      SBrkr  6.591674  6.591674     0.000000
## 2668    GasA        Ex          Y      SBrkr  6.605298  6.626718     0.000000
## 2669    GasA        Ex          Y      SBrkr  7.190676  0.000000     0.000000
## 2670    GasA        Ex          Y      SBrkr  6.959399  7.186901     0.000000
## 2671    GasA        Ex          Y      SBrkr  6.605298  6.626718     0.000000
## 2672    GasA        Ex          Y      SBrkr  7.218910  0.000000     0.000000
## 2673    GasA        Ex          Y      SBrkr  7.321189  0.000000     0.000000
## 2674    GasA        Ex          Y      SBrkr  7.345365  0.000000     0.000000
## 2675    GasA        Ex          Y      SBrkr  7.041412  0.000000     0.000000
## 2676    GasA        Ex          Y      SBrkr  6.744059  6.621406     0.000000
## 2677    GasA        Ex          Y      SBrkr  6.916715  6.782192     0.000000
## 2678    GasA        Gd          Y      SBrkr  6.987490  7.123673     0.000000
## 2679    GasA        Ex          Y      SBrkr  6.984716  6.800170     0.000000
## 2680    GasA        Ex          Y      SBrkr  7.095064  6.937314     0.000000
## 2681    GasA        Ex          Y      SBrkr  7.340187  7.182352     0.000000
## 2682    GasA        Ex          Y      SBrkr  7.214504  7.221836     0.000000
## 2683    GasA        Ex          Y      SBrkr  7.567346  7.357556     0.000000
## 2684    GasA        Ex          Y      SBrkr  7.174724  7.081709     0.000000
## 2685    GasA        Ex          Y      SBrkr  7.356280  7.118826     0.000000
## 2686    GasA        Ex          Y      SBrkr  7.018402  6.744059     0.000000
## 2687    GasA        Ex          Y      SBrkr  7.421178  0.000000     0.000000
## 2688    GasA        Ex          Y      SBrkr  7.316548  0.000000     0.000000
## 2689    GasA        Ex          Y      SBrkr  7.153834  0.000000     0.000000
## 2690    GasA        Ex          Y      SBrkr  7.619233  6.405228     0.000000
##      GrLivArea BsmtFullBath BsmtHalfBath FullBath HalfBath BedroomAbvGr
## 1461  6.799056            0    0.0000000        1        0            2
## 1462  7.192934            0    0.0000000        1        1            3
## 1463  7.396335            0    0.0000000        2        1            3
## 1464  7.380879            0    0.0000000        2        1            3
## 1465  7.155396            0    0.0000000        2        0            2
## 1466  7.412160            0    0.0000000        2        1            3
## 1467  7.080026            1    0.0000000        2        0            3
## 1468  7.290293            0    0.0000000        2        1            3
## 1469  7.201916            1    0.0000000        1        1            2
## 1470  6.783325            1    0.0000000        1        0            2
## 1471  7.198931            1    0.0000000        2        0            2
## 1472  6.895683            0    0.0000000        1        1            2
## 1473  6.996681            0    0.0000000        1        1            3
## 1474  7.284135            0    0.0000000        2        1            3
## 1475  6.729824            0    0.0000000        1        0            2
## 1476  7.755767            0    0.0000000        2        1            3
## 1477  7.342779            0    0.0000000        2        0            3
## 1478  7.437795            0    0.0000000        2        0            3
## 1479  7.508239            0    0.0000000        2        0            3
## 1480  7.899895            1    0.0000000        2        1            3
## 1481  7.719130            1    0.0000000        2        1            3
## 1482  7.223296            0    0.0000000        2        0            2
## 1483  7.189168            0    0.0000000        2        0            3
## 1484  7.044033            0    0.0000000        2        0            2
## 1485  7.226209            1    0.0000000        2        1            3
## 1486  7.458186            0    0.0000000        2        1            3
## 1487  7.814400            0    0.0000000        2        1            4
## 1488  7.375256            0    0.0000000        2        0            2
## 1489  7.105786            0    0.0000000        2        0            2
## 1490  7.292337            1    0.0000000        2        0            2
## 1491  7.414573            0    0.0000000        2        1            3
## 1492  6.920672            0    0.0000000        1        0            2
## 1493  7.309881            1    0.0000000        2        0            3
## 1494  7.762171            1    0.0000000        2        1            4
## 1495  7.707962            1    0.0000000        2        1            4
## 1496  7.305860            1    0.0000000        2        0            2
## 1497  7.427144            0    0.0000000        2        1            2
## 1498  7.090910            0    0.0000000        2        1            2
## 1499  7.090910            1    0.0000000        2        1            2
## 1500  7.120444            1    0.0000000        2        1            2
## 1501  7.321850            1    0.0000000        2        1            2
## 1502  6.985642            0    0.0000000        2        1            2
## 1503  7.257708            1    0.0000000        1        1            1
## 1504  7.522400            1    0.0000000        2        1            3
## 1505  7.308543            1    0.0000000        2        0            3
## 1506  7.512071            1    0.0000000        2        0            4
## 1507  7.822445            1    0.0000000        2        1            4
## 1508  7.545390            0    0.6931472        3        0            3
## 1509  7.406103            0    0.0000000        1        2            4
## 1510  7.117206            1    0.0000000        1        1            3
## 1511  7.098376            1    0.0000000        1        0            3
## 1512  7.320527            1    0.0000000        2        0            3
## 1513  7.482119            0    0.0000000        2        0            3
## 1514  7.455298            2    0.0000000        2        0            6
## 1515  7.808729            0    0.0000000        2        0            3
## 1516  7.350516            0    0.0000000        2        0            3
## 1517  7.029088            1    0.0000000        1        0            2
## 1518  7.380879            0    0.0000000        2        0            4
## 1519  7.300473            1    0.0000000        2        0            3
## 1520  7.042286            1    0.0000000        1        0            3
## 1521  7.095893            0    0.0000000        1        0            3
## 1522  7.365813            1    0.0000000        1        1            3
## 1523  7.198931            0    0.0000000        1        0            3
## 1524  6.970730            0    0.6931472        1        0            2
## 1525  6.880384            0    0.0000000        1        0            3
## 1526  6.896694            1    0.0000000        1        0            2
## 1527  6.893656            0    0.6931472        1        0            2
## 1528  7.110696            1    0.0000000        1        0            3
## 1529  7.069874            0    0.0000000        1        1            3
## 1530  7.241366            1    0.0000000        1        0            2
## 1531  7.520235            1    0.0000000        1        0            3
## 1532  6.842683            1    0.0000000        1        0            2
## 1533  7.206377            1    0.6931472        1        0            3
## 1534  7.132498            0    0.0000000        1        0            3
## 1535  7.398786            0    0.0000000        1        0            3
## 1536  7.127694            0    0.0000000        1        0            3
## 1537  6.725034            0    0.0000000        1        0            2
## 1538  7.356918            0    0.0000000        2        0            3
## 1539  7.727094            0    0.0000000        3        0            3
## 1540  7.721792            0    0.0000000        2        0            4
## 1541  7.293698            0    0.0000000        1        1            2
## 1542  7.385851            0    0.0000000        1        1            3
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## 1733    0.6931472          TA     1.791759        Typ          0        None
## 1734    0.6931472          TA     1.791759        Typ          0        None
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## 1736    0.6931472          TA     1.945910        Typ          0        None
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## 1743    0.6931472          Gd     1.945910        Typ          0        None
## 1744    0.6931472          Ex     1.791759        Typ          1          Gd
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## 1746    0.6931472          TA     1.791759        Typ          1          Gd
## 1747    0.6931472          Gd     2.079442        Typ          2          TA
## 1748    0.6931472          Gd     2.197225        Typ          1          TA
## 1749    0.6931472          TA     1.945910        Typ          1          Fa
## 1750    0.6931472          TA     1.791759        Typ          0        None
## 1751    0.6931472          Gd     2.197225        Typ          2          TA
## 1752    0.6931472          TA     1.791759        Typ          0        None
## 1753    0.6931472          TA     2.079442        Typ          0        None
## 1754    0.6931472          TA     2.197225        Typ          1          TA
## 1755    0.6931472          TA     1.791759        Typ          1          Gd
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## 1761    0.6931472          TA     1.945910        Typ          2          Gd
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## 1765    0.6931472          TA     1.791759        Typ          0        None
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## 1771    0.6931472          TA     1.945910        Typ          0        None
## 1772    0.6931472          Gd     1.945910        Typ          0        None
## 1773    0.6931472          TA     1.945910        Typ          2          Gd
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## 1775    0.6931472          TA     1.945910        Typ          0        None
## 1776    0.6931472          TA     1.791759        Typ          0        None
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## 1778    0.6931472          Gd     1.791759        Typ          0        None
## 1779    0.6931472          TA     2.079442        Typ          0        None
## 1780    0.6931472          TA     1.945910        Typ          1          Gd
## 1781    0.6931472          TA     1.945910        Typ          0        None
## 1782    0.6931472          TA     1.609438        Typ          0        None
## 1783    0.6931472          Gd     2.079442        Typ          0        None
## 1784    0.6931472          TA     1.945910        Typ          0        None
## 1785    0.6931472          Ex     1.945910        Typ          0        None
## 1786    0.6931472          Gd     2.197225       Min2          1          TA
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## 1788    0.6931472          Gd     1.609438        Typ          0        None
## 1789    0.6931472          Gd     1.609438        Typ          0        None
## 1790    0.6931472          TA     1.609438        Typ          0        None
## 1791    1.0986123          TA     2.564949        Typ          0        None
## 1792    0.6931472          TA     1.945910        Typ          0        None
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## 1794    0.6931472          Gd     1.945910        Typ          0        None
## 1795    0.6931472          TA     1.791759        Typ          0        None
## 1796    0.6931472          TA     1.791759        Typ          1          Gd
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## 1798    0.6931472          TA     1.945910        Typ          0        None
## 1799    0.6931472          TA     1.609438        Typ          0        None
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## 1802    0.6931472          TA     1.945910        Typ          0        None
## 1803    0.6931472          TA     2.197225        Typ          0        None
## 1804    0.6931472          Gd     1.609438        Typ          0        None
## 1805    0.6931472          TA     1.945910        Typ          1          Fa
## 1806    0.6931472          Gd     1.945910        Typ          0        None
## 1807    1.0986123          TA     2.564949        Typ          0        None
## 1808    0.6931472          Gd     1.945910        Typ          0        None
## 1809    0.6931472          TA     2.079442        Typ          0        None
## 1810    0.6931472          TA     2.079442        Typ          1          Gd
## 1811    1.0986123          Fa     2.197225        Typ          0        None
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## 1813    0.6931472          TA     1.945910        Typ          0        None
## 1814    0.6931472          TA     1.791759        Typ          0        None
## 1815    0.6931472          TA     1.609438        Typ          0        None
## 1816    0.6931472          TA     1.791759        Typ          0        None
## 1817    0.6931472          Gd     2.079442        Typ          0        None
## 1818    0.6931472          Ex     2.197225        Typ          0        None
## 1819    0.6931472          Ex     1.791759        Typ          1          Gd
## 1820    0.6931472          TA     1.791759        Typ          1          Gd
## 1821    0.6931472          TA     1.945910        Typ          0        None
## 1822    0.6931472          Gd     2.197225        Typ          0        None
## 1823    0.6931472          TA     1.791759        Typ          0        None
## 1824    0.6931472          Gd     1.945910        Typ          1          Gd
## 1825    0.6931472          TA     2.079442        Typ          1          Gd
## 1826    0.6931472          TA     1.945910        Typ          0        None
## 1827    0.6931472          TA     1.791759        Typ          0        None
## 1828    0.6931472          TA     1.945910        Typ          1          Gd
## 1829    0.6931472          TA     1.791759        Typ          0        None
## 1830    0.6931472          TA     2.197225        Typ          0        None
## 1831    0.6931472          TA     2.197225       Min2          0        None
## 1832    1.0986123          TA     2.484907        Sev          0        None
## 1833    0.6931472          TA     2.197225        Typ          0        None
## 1834    0.6931472          Gd     2.079442        Typ          0        None
## 1835    0.6931472          TA     2.302585        Typ          0        None
## 1836    0.6931472          TA     1.609438        Typ          0        None
## 1837    0.6931472          Gd     1.791759       Min2          0        None
## 1838    0.6931472          TA     2.079442        Typ          0        None
## 1839    0.6931472          Fa     1.609438        Typ          0        None
## 1840    0.6931472          TA     1.791759        Typ          0        None
## 1841    1.0986123          TA     1.945910        Typ          0        None
## 1842    0.6931472          TA     1.945910        Typ          0        None
## 1843    0.6931472          TA     1.945910        Typ          1          Po
## 1844    0.6931472          TA     1.791759        Typ          1          Fa
## 1845    0.6931472          TA     2.197225        Typ          1          TA
## 1846    0.6931472          TA     1.945910        Typ          1          TA
## 1847    0.6931472          TA     2.302585        Typ          1          TA
## 1848    0.6931472          Fa     1.791759       Min2          0        None
## 1849    0.6931472          TA     1.945910        Mod          0        None
## 1850    0.6931472          TA     1.791759        Typ          0        None
## 1851    0.6931472          Gd     1.945910        Typ          1          Gd
## 1852    0.6931472          TA     1.791759        Typ          1          Gd
## 1853    0.6931472          Gd     1.791759        Typ          0        None
## 1854    0.6931472          Gd     1.609438        Typ          0        None
## 1855    0.6931472          Gd     1.791759       Min2          1          Po
## 1856    0.6931472          Gd     2.197225        Typ          1          TA
## 1857    0.6931472          TA     2.079442        Mod          1          TA
## 1858    1.0986123          TA     2.197225        Typ          0        None
## 1859    1.0986123          TA     2.197225        Typ          0        None
## 1860    1.0986123          Gd     1.945910        Typ          2          TA
## 1861    1.0986123          TA     2.197225        Typ          0        None
## 1862    1.0986123          TA     2.197225        Typ          2          TA
## 1863    1.0986123          TA     2.197225        Typ          2          TA
## 1864    1.0986123          TA     2.197225        Typ          2          TA
## 1865    0.6931472          Ex     2.197225        Typ          1          Gd
## 1866    0.6931472          Ex     2.197225        Typ          1          Gd
## 1867    0.6931472          Gd     1.945910        Typ          1          Gd
## 1868    0.6931472          Gd     2.079442        Typ          2          Gd
## 1869    0.6931472          Gd     1.945910        Typ          1          Gd
## 1870    0.6931472          Gd     1.791759        Typ          0        None
## 1871    0.6931472          Gd     2.079442        Typ          1          Gd
## 1872    0.6931472          Gd     2.079442        Typ          1          Gd
## 1873    0.6931472          Gd     2.079442        Typ          1          TA
## 1874    0.6931472          TA     1.791759        Typ          0        None
## 1875    0.6931472          TA     1.791759        Typ          0        None
## 1876    0.6931472          TA     2.079442        Typ          1          TA
## 1877    0.6931472          Gd     1.945910        Typ          0        None
## 1878    0.6931472          Gd     1.945910        Typ          1          TA
## 1879    0.6931472          TA     1.791759        Typ          0        None
## 1880    0.6931472          TA     1.791759        Typ          0        None
## 1881    0.6931472          Gd     1.945910        Typ          0        None
## 1882    0.6931472          Gd     2.197225        Typ          1          Gd
## 1883    0.6931472          Gd     1.945910        Typ          0        None
## 1884    0.6931472          Gd     1.945910        Typ          0        None
## 1885    0.6931472          Gd     1.791759        Typ          1          TA
## 1886    0.6931472          Gd     2.079442        Typ          1          Gd
## 1887    0.6931472          Gd     2.079442        Typ          1          TA
## 1888    0.6931472          Gd     2.079442        Typ          1          Gd
## 1889    0.6931472          Gd     1.945910        Typ          1          Gd
## 1890    0.6931472          TA     2.079442       Min1          0        None
## 1891    0.6931472          TA     1.791759        Typ          0        None
## 1892    0.6931472          TA     1.791759        Typ          0        None
## 1893    0.6931472          TA     1.945910       Min1          0        None
## 1894    1.0986123          TA     2.397895        Typ          0        None
## 1895    0.6931472          TA     2.079442       Min1          1          TA
## 1896    0.6931472          TA     1.945910        Typ          2          Gd
## 1897    0.6931472          TA     2.079442        Typ          2          Gd
## 1898    0.6931472          TA     1.945910        Typ          1          Gd
## 1899    0.6931472          Gd     1.945910        Typ          1          Gd
## 1900    0.6931472          TA     1.945910        Typ          1          Gd
## 1901    0.6931472          TA     1.945910       Min2          2          TA
## 1902    0.6931472          TA     1.791759        Typ          0        None
## 1903    1.0986123          TA     2.639057        Typ          2          Gd
## 1904    0.6931472          TA     1.945910        Typ          1          Gd
## 1905    0.6931472          TA     1.945910        Typ          1          Gd
## 1906    0.6931472          Fa     2.079442       Maj2          1          TA
## 1907    0.6931472          TA     1.945910        Typ          2          Gd
## 1908    0.6931472          TA     1.791759        Typ          1          TA
## 1909    0.6931472          Gd     1.791759        Typ          1          TA
## 1910    0.6931472          TA     1.791759        Typ          1          TA
## 1911    0.6931472          TA     1.945910        Typ          1          TA
## 1912    0.6931472          Ex     2.079442       Min1          2          Gd
## 1913    0.6931472          Gd     2.484907        Typ          0        None
## 1914    0.6931472          TA     1.609438        Typ          0        None
## 1915    0.6931472          Ex     1.791759        Typ          1          Gd
## 1917    0.6931472          Gd     2.079442        Typ          1          TA
## 1918    0.6931472          TA     1.791759        Typ          1          TA
## 1919    0.6931472          TA     1.791759        Typ          2          Fa
## 1920    0.6931472          TA     1.791759        Typ          0        None
## 1921    0.6931472          Ex     2.302585        Typ          1          Ex
## 1922    0.6931472          Ex     2.079442        Typ          0        None
## 1923    0.6931472          Gd     2.079442        Typ          1          TA
## 1924    0.6931472          Gd     2.079442       Min1          1          Fa
## 1925    0.6931472          Gd     2.302585        Typ          0        None
## 1926    0.6931472          Ex     2.079442        Typ          1          Gd
## 1927    0.6931472          Gd     1.945910        Typ          0        None
## 1928    0.6931472          TA     2.079442        Typ          1          Po
## 1929    0.6931472          TA     1.609438        Typ          0        None
## 1930    0.6931472          TA     1.791759        Typ          0        None
## 1931    0.6931472          TA     1.791759        Typ          1          Fa
## 1932    0.6931472          TA     1.945910        Typ          0        None
## 1933    0.6931472          TA     2.079442        Typ          1          TA
## 1934    0.6931472          TA     2.079442        Typ          1          TA
## 1935    0.6931472          TA     2.079442        Typ          1          TA
## 1936    0.6931472          TA     2.079442        Typ          0        None
## 1937    0.6931472          TA     2.079442        Typ          1          TA
## 1938    0.6931472          Gd     2.079442        Typ          0        None
## 1939    0.6931472          Gd     1.945910       Min1          1          TA
## 1940    0.6931472          Gd     1.791759        Typ          0        None
## 1941    0.6931472          TA     2.079442        Typ          1          TA
## 1942    0.6931472          Gd     2.079442        Typ          0        None
## 1943    0.6931472          Gd     1.791759        Typ          1          TA
## 1944    0.6931472          Ex     2.302585        Typ          1          Gd
## 1945    0.6931472          Ex     2.079442        Typ          1          Gd
## 1947    0.6931472          Ex     1.945910        Typ          1          Gd
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## 1949    0.6931472          Ex     1.945910        Typ          1          Ex
## 1950    0.6931472          TA     1.945910        Typ          0        None
## 1951    0.6931472          Gd     2.079442        Typ          2          Fa
## 1952    0.6931472          Gd     1.945910        Typ          1          TA
## 1953    0.6931472          Gd     1.945910        Typ          1          Po
## 1954    0.6931472          TA     2.079442       Min1          1          TA
## 1955    0.6931472          TA     2.079442        Typ          0        None
## 1956    0.6931472          Gd     2.197225       Min2          2          Gd
## 1957    0.6931472          TA     1.791759        Typ          1          Gd
## 1958    0.6931472          Gd     2.302585        Typ          1          Gd
## 1959    1.0986123          TA     2.197225        Typ          0        None
## 1960    0.6931472          TA     1.609438        Typ          0        None
## 1961    0.6931472          TA     1.791759        Typ          0        None
## 1962    0.6931472          TA     1.791759        Typ          0        None
## 1963    0.6931472          TA     1.791759        Typ          0        None
## 1964    0.6931472          TA     1.945910        Typ          0        None
## 1965    0.6931472          TA     2.079442        Typ          0        None
## 1966    0.6931472          TA     1.609438        Typ          0        None
## 1967    0.6931472          Gd     2.079442        Typ          0        None
## 1968    0.6931472          Ex     2.302585        Typ          1          Ex
## 1969    0.6931472          Ex     2.079442        Typ          1          Gd
## 1970    0.6931472          Ex     2.302585        Typ          1          Gd
## 1971    0.6931472          Ex     2.397895        Typ          1          Ex
## 1972    0.6931472          Ex     2.302585        Typ          1          Gd
## 1973    0.6931472          Gd     2.397895        Typ          1          Gd
## 1974    0.6931472          Ex     2.302585        Typ          1          Gd
## 1975    0.6931472          Ex     2.079442        Typ          2          Gd
## 1976    0.6931472          Gd     2.079442        Typ          1          TA
## 1977    0.6931472          Gd     2.397895        Typ          1          TA
## 1978    0.6931472          Gd     2.302585        Typ          1          Gd
## 1979    0.6931472          Ex     2.079442        Typ          1          Gd
## 1980    0.6931472          Gd     1.945910        Typ          1          Gd
## 1981    0.6931472          Ex     1.945910        Typ          1          Gd
## 1982    0.6931472          Gd     1.945910        Typ          1          Gd
## 1983    0.6931472          Gd     1.945910        Typ          1          Gd
## 1984    0.6931472          Gd     1.945910        Typ          0        None
## 1985    0.6931472          Gd     1.945910        Typ          1          TA
## 1986    0.6931472          Gd     2.079442        Typ          1          TA
## 1987    0.6931472          Gd     1.791759        Typ          1          Gd
## 1988    0.6931472          Gd     2.197225        Typ          1          Gd
## 1989    0.6931472          Gd     2.079442        Typ          1          Gd
## 1990    0.6931472          Gd     2.302585        Typ          1          Gd
## 1991    0.6931472          Gd     1.945910        Typ          1          Gd
## 1992    0.6931472          TA     2.197225        Typ          1          TA
## 1993    0.6931472          Gd     1.945910        Typ          1          Gd
## 1994    0.6931472          TA     2.197225        Typ          1          TA
## 1995    0.6931472          TA     2.079442        Typ          1          TA
## 1996    0.6931472          Gd     2.302585        Typ          1          TA
## 1997    0.6931472          Ex     2.197225        Typ          1          TA
## 1998    0.6931472          Gd     1.791759        Typ          1          TA
## 1999    0.6931472          Gd     2.564949        Typ          2          TA
## 2000    0.6931472          Gd     2.302585        Typ          1          TA
## 2001    0.6931472          Gd     2.302585        Typ          1          Gd
## 2002    0.6931472          Gd     2.079442        Typ          1          Gd
## 2003    0.6931472          Gd     2.079442        Typ          1          Gd
## 2004    0.6931472          Gd     2.197225        Typ          1          Gd
## 2005    0.6931472          Gd     1.945910        Typ          1          Gd
## 2006    0.6931472          Gd     1.945910        Typ          0        None
## 2007    0.6931472          Gd     2.079442        Typ          1          Gd
## 2008    0.6931472          Gd     1.945910        Typ          0        None
## 2009    0.6931472          Gd     2.079442        Typ          0        None
## 2010    0.6931472          Gd     2.197225        Typ          0        None
## 2011    0.6931472          Gd     1.945910        Typ          0        None
## 2012    0.6931472          Gd     1.945910        Typ          0        None
## 2013    0.6931472          Gd     1.945910        Typ          0        None
## 2014    0.6931472          Gd     2.079442        Typ          0        None
## 2015    0.6931472          Gd     1.945910        Typ          0        None
## 2016    0.6931472          Gd     2.079442        Typ          0        None
## 2017    0.6931472          Gd     2.079442        Typ          0        None
## 2018    0.6931472          TA     1.791759        Typ          1          TA
## 2019    0.6931472          Gd     1.791759        Typ          1          TA
## 2020    0.6931472          TA     1.791759        Typ          0        None
## 2021    0.6931472          TA     1.791759        Typ          0        None
## 2022    0.6931472          TA     1.945910        Typ          2          TA
## 2023    0.6931472          TA     1.791759        Typ          1          Gd
## 2024    0.6931472          Gd     2.302585        Typ          2          Gd
## 2025    0.6931472          Gd     2.397895        Typ          1          Ex
## 2026    0.6931472          Gd     1.791759        Typ          0        None
## 2027    0.6931472          Gd     1.791759        Typ          0        None
## 2028    0.6931472          Gd     1.791759        Typ          0        None
## 2029    0.6931472          TA     1.945910        Typ          0        None
## 2030    0.6931472          Ex     1.791759        Typ          1          TA
## 2031    0.6931472          Gd     1.791759        Typ          1          TA
## 2032    0.6931472          Ex     1.791759        Typ          1          TA
## 2033    0.6931472          Ex     1.791759        Typ          1          TA
## 2034    0.6931472          Gd     1.791759        Typ          0        None
## 2035    0.6931472          TA     2.079442        Typ          1          TA
## 2036    0.6931472          Gd     2.079442        Typ          0        None
## 2037    0.6931472          Gd     2.079442        Typ          0        None
## 2038    0.6931472          Ex     2.079442        Typ          1          TA
## 2039    0.6931472          Gd     1.609438        Typ          1          Fa
## 2040    0.6931472          Gd     2.302585        Typ          1          Gd
## 2041    0.6931472          Ex     1.945910        Typ          1          Gd
## 2042    0.6931472          TA     2.079442        Typ          1          TA
## 2043    0.6931472          TA     2.079442        Typ          0        None
## 2044    0.6931472          TA     2.197225        Typ          1          TA
## 2045    0.6931472          Gd     2.197225        Typ          1          Gd
## 2046    1.0986123          TA     2.197225        Typ          0        None
## 2047    0.6931472          TA     2.079442        Typ          0        None
## 2048    0.6931472          TA     1.791759        Typ          0        None
## 2049    1.0986123          TA     2.397895        Typ          0        None
## 2050    0.6931472          TA     2.079442        Typ          0        None
## 2051    0.6931472          TA     1.945910        Typ          0        None
## 2052    0.6931472          TA     1.791759        Typ          0        None
## 2053    0.6931472          Gd     1.945910        Typ          0        None
## 2054    0.6931472          TA     1.791759        Typ          0        None
## 2055    0.6931472          Gd     1.945910        Typ          0        None
## 2056    0.6931472          Gd     2.079442        Typ          1          Gd
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## 2236    0.6931472          Gd     2.079442        Typ          1          Gd
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## 2247    0.6931472          TA     1.945910        Typ          0        None
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## 2249    0.6931472          Gd     1.945910        Typ          0        None
## 2250    0.6931472          TA     1.945910        Typ          0        None
## 2252    0.6931472          TA     2.079442        Typ          1          Gd
## 2253    0.6931472          TA     2.079442        Typ          1          TA
## 2254    0.6931472          TA     2.079442        Typ          1          TA
## 2255    0.6931472          TA     2.079442        Typ          1          TA
## 2256    0.6931472          Gd     1.945910        Typ          0        None
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## 2258    0.6931472          Gd     1.945910        Typ          0        None
## 2259    0.6931472          TA     2.079442        Typ          1          TA
## 2260    0.6931472          TA     1.945910        Typ          1          TA
## 2261    0.6931472          TA     1.791759        Typ          0        None
## 2262    0.6931472          Gd     1.609438        Typ          1          TA
## 2263    0.6931472          Ex     2.397895        Typ          1          Gd
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## 2265    0.6931472          TA     2.079442        Mod          0        None
## 2266    0.6931472          Ex     1.945910        Typ          1          Gd
## 2267    0.6931472          Gd     2.079442        Typ          1          Gd
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## 2269    0.6931472          TA     1.791759        Typ          0        None
## 2270    0.6931472          Gd     1.945910        Typ          1          TA
## 2271    0.6931472          Gd     2.079442        Typ          1          TA
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## 2273    0.6931472          Gd     1.945910        Typ          0        None
## 2274    0.6931472          TA     1.791759        Typ          1          TA
## 2275    0.6931472          TA     1.945910        Typ          1          TA
## 2276    0.6931472          Gd     1.791759        Typ          1          Fa
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## 2279    0.6931472          Ex     1.791759        Typ          0        None
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## 2281    0.6931472          Gd     1.791759        Typ          1          TA
## 2282    0.6931472          Gd     1.791759        Typ          1          TA
## 2283    0.6931472          TA     1.945910        Typ          0        None
## 2284    0.6931472          Ex     2.079442        Typ          0        None
## 2285    0.6931472          TA     1.609438        Typ          0        None
## 2286    0.6931472          TA     1.791759        Typ          0        None
## 2287    0.6931472          Ex     2.079442        Typ          1          Gd
## 2288    0.6931472          Gd     2.079442        Typ          1          Gd
## 2289    0.6931472          Gd     2.079442        Typ          1          Ex
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## 2295    0.6931472          Ex     2.079442        Typ          1          Gd
## 2296    0.6931472          Gd     2.079442        Typ          1          Gd
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## 2300    0.6931472          Gd     2.079442        Typ          1          Gd
## 2301    0.6931472          Ex     2.197225        Typ          1          Gd
## 2302    0.6931472          Gd     2.079442        Typ          0        None
## 2303    0.6931472          Gd     2.079442        Typ          0        None
## 2304    0.6931472          Gd     2.079442        Typ          0        None
## 2305    0.6931472          Gd     1.791759        Typ          1          Gd
## 2306    0.6931472          Gd     1.791759        Typ          1          Gd
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## 2308    0.6931472          Gd     1.945910        Typ          1          Gd
## 2309    0.6931472          Ex     1.945910        Typ          1          Gd
## 2310    0.6931472          Gd     1.945910        Typ          1          Gd
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## 2312    0.6931472          Gd     2.079442        Typ          0        None
## 2313    0.6931472          Gd     1.945910        Typ          1          Gd
## 2314    0.6931472          Gd     1.945910        Typ          0        None
## 2315    0.6931472          Gd     2.079442        Typ          1          Gd
## 2316    0.6931472          Gd     1.945910        Typ          1          Gd
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## 2318    0.6931472          Gd     1.945910        Typ          0        None
## 2319    0.6931472          Gd     2.079442        Typ          0        None
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## 2321    0.6931472          Gd     2.079442        Typ          1          TA
## 2322    0.6931472          Gd     1.945910        Typ          1          Gd
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## 2324    0.6931472          Gd     2.197225        Typ          1          Gd
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## 2326    0.6931472          Gd     2.079442        Typ          1          TA
## 2327    0.6931472          Gd     2.197225        Typ          1          Gd
## 2328    0.6931472          Gd     2.197225        Typ          1          Gd
## 2329    0.6931472          TA     2.079442        Typ          1          TA
## 2330    0.6931472          TA     2.079442        Typ          1          TA
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## 2333    0.6931472          Gd     2.302585        Typ          1          TA
## 2334    0.6931472          Gd     2.197225        Typ          1          TA
## 2335    0.6931472          Gd     2.302585        Typ          1          TA
## 2336    0.6931472          Gd     2.197225        Typ          1          TA
## 2337    0.6931472          Gd     1.791759        Typ          0        None
## 2338    0.6931472          Gd     1.945910        Typ          1          Gd
## 2339    0.6931472          Gd     2.079442        Typ          1          Gd
## 2340    0.6931472          Ex     1.945910        Typ          1          Gd
## 2341    0.6931472          Gd     1.945910        Typ          1          TA
## 2342    0.6931472          Gd     2.079442        Typ          0        None
## 2343    0.6931472          Gd     2.079442        Typ          1          Gd
## 2344    0.6931472          Gd     2.079442        Typ          0        None
## 2345    0.6931472          Gd     2.079442        Typ          0        None
## 2346    0.6931472          Gd     1.945910        Typ          0        None
## 2347    0.6931472          Gd     1.945910        Typ          0        None
## 2348    0.6931472          Gd     2.197225        Typ          0        None
## 2349    0.6931472          Gd     2.197225        Typ          0        None
## 2350    0.6931472          Ex     2.197225        Typ          1          Gd
## 2351    0.6931472          Ex     1.945910        Typ          1          Gd
## 2352    0.6931472          Gd     1.791759        Typ          1          Gd
## 2353    0.6931472          Gd     2.302585       Min2          1          Gd
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## 2355    0.6931472          Gd     1.791759        Typ          0        None
## 2356    0.6931472          Gd     1.945910        Typ          0        None
## 2357    0.6931472          Gd     2.079442        Typ          0        None
## 2358    0.6931472          Gd     2.079442        Typ          0        None
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## 2361    0.6931472          TA     1.791759        Typ          0        None
## 2362    0.6931472          Gd     2.079442        Typ          1          TA
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## 2365    0.6931472          Gd     1.945910        Typ          1          Gd
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## 2368    0.6931472          Gd     1.791759        Typ          1          Gd
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## 2370    0.6931472          TA     1.945910        Typ          1          TA
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## 2372    0.6931472          Gd     1.791759        Typ          0        None
## 2373    0.6931472          Gd     2.197225        Typ          2          Gd
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## 2375    0.6931472          Gd     1.791759        Typ          1          Gd
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## 2379    0.6931472          TA     2.197225        Typ          1          Po
## 2380    0.6931472          TA     1.945910        Typ          0        None
## 2381    0.6931472          TA     1.945910        Typ          0        None
## 2382    0.6931472          Gd     2.197225        Typ          1          TA
## 2383    0.6931472          Gd     1.945910        Typ          1          TA
## 2384    0.6931472          Gd     2.197225        Typ          1          Gd
## 2385    0.6931472          TA     1.945910        Typ          1          Fa
## 2386    0.6931472          TA     1.945910        Typ          0        None
## 2387    0.6931472          Gd     1.791759        Typ          0        None
## 2388    1.0986123          TA     2.197225        Typ          0        None
## 2389    0.6931472          Gd     1.945910       Min1          1          Gd
## 2390    0.6931472          TA     1.945910        Typ          1          TA
## 2391    0.6931472          TA     1.791759        Typ          1          Fa
## 2392    0.6931472          TA     1.791759        Typ          0        None
## 2393    0.6931472          TA     1.945910        Typ          1          TA
## 2394    0.6931472          TA     1.791759        Typ          0        None
## 2395    0.6931472          TA     2.197225        Typ          1          Gd
## 2396    0.6931472          TA     2.079442        Typ          1          TA
## 2397    0.6931472          Gd     1.945910        Typ          1          Gd
## 2398    0.6931472          TA     1.609438        Typ          0        None
## 2399    0.6931472          Gd     1.609438        Typ          0        None
## 2400    0.6931472          Fa     1.609438        Typ          0        None
## 2401    0.6931472          TA     1.791759        Typ          0        None
## 2402    0.6931472          TA     1.945910        Typ          0        None
## 2403    1.0986123          TA     2.197225        Typ          0        None
## 2404    0.6931472          TA     1.945910        Typ          1          TA
## 2405    0.6931472          TA     1.945910        Typ          1          Gd
## 2406    0.6931472          Gd     1.609438        Typ          0        None
## 2407    0.6931472          Fa     1.945910        Typ          0        None
## 2408    0.6931472          Gd     1.945910        Typ          0        None
## 2409    0.6931472          TA     1.945910        Typ          1          Gd
## 2410    0.6931472          TA     2.197225        Typ          3          TA
## 2411    0.6931472          TA     1.791759        Typ          0        None
## 2412    0.6931472          TA     2.079442        Typ          1          TA
## 2413    0.6931472          TA     1.791759        Typ          0        None
## 2414    0.6931472          Ex     1.945910        Typ          0        None
## 2415    1.0986123          TA     2.197225        Typ          0        None
## 2416    0.6931472          TA     1.791759        Typ          0        None
## 2417    0.6931472          TA     1.945910        Typ          0        None
## 2418    0.6931472          Gd     1.791759        Typ          0        None
## 2419    0.6931472          Fa     2.079442        Typ          0        None
## 2420    0.6931472          TA     1.791759        Typ          2          TA
## 2421    0.6931472          TA     1.945910       Min1          1          Fa
## 2422    0.6931472          TA     1.945910        Typ          0        None
## 2423    0.6931472          TA     2.079442        Typ          0        None
## 2424    0.6931472          TA     2.079442        Typ          1          Gd
## 2425    0.6931472          Gd     2.302585       Min1          0        None
## 2426    0.6931472          TA     1.945910        Mod          0        None
## 2427    0.6931472          Gd     1.945910        Typ          0        None
## 2428    0.6931472          TA     1.945910        Typ          2          TA
## 2429    0.6931472          TA     1.791759        Typ          0        None
## 2430    0.6931472          TA     1.791759        Typ          0        None
## 2431    0.6931472          TA     1.945910       Min2          1          TA
## 2432    0.6931472          Gd     1.945910        Typ          0        None
## 2433    0.6931472          TA     1.945910        Typ          1          TA
## 2434    0.6931472          TA     1.945910        Typ          0        None
## 2435    0.6931472          TA     1.945910        Typ          2          TA
## 2436    0.6931472          TA     2.079442        Typ          0        None
## 2437    0.6931472          TA     1.791759        Typ          0        None
## 2438    0.6931472          TA     1.945910        Typ          1          Po
## 2439    0.6931472          TA     1.791759        Typ          0        None
## 2440    0.6931472          TA     1.945910        Typ          0        None
## 2441    0.6931472          Fa     1.609438        Typ          1          Gd
## 2442    0.6931472          TA     1.791759        Typ          1          Gd
## 2443    0.6931472          TA     1.791759        Typ          2          Gd
## 2444    0.6931472          Gd     1.945910        Typ          1          Gd
## 2445    0.6931472          TA     1.945910        Typ          0        None
## 2446    0.6931472          TA     2.079442        Typ          0        None
## 2447    0.6931472          Gd     2.079442        Typ          0        None
## 2448    0.6931472          TA     2.302585        Typ          1          Gd
## 2449    0.6931472          TA     1.945910        Typ          0        None
## 2450    0.6931472          TA     1.945910        Typ          0        None
## 2451    0.6931472          Gd     1.945910        Typ          1          Gd
## 2452    0.6931472          TA     2.197225        Typ          1          Gd
## 2453    0.6931472          TA     1.791759        Typ          0        None
## 2454    0.6931472          TA     1.945910        Mod          1          TA
## 2455    0.6931472          TA     1.945910        Mod          1          Gd
## 2456    0.6931472          TA     1.945910        Typ          0        None
## 2457    0.6931472          TA     1.945910        Typ          0        None
## 2458    0.6931472          TA     1.945910        Typ          2          TA
## 2459    0.6931472          TA     1.791759        Typ          0        None
## 2460    0.6931472          TA     1.945910        Typ          1          Gd
## 2461    0.6931472          TA     2.079442        Typ          0        None
## 2462    0.6931472          TA     1.945910        Typ          1          Gd
## 2463    0.6931472          Gd     1.945910        Typ          0        None
## 2464    0.6931472          TA     2.197225        Typ          0        None
## 2465    0.6931472          Gd     2.079442        Typ          0        None
## 2466    0.6931472          TA     2.079442        Typ          0        None
## 2467    0.6931472          Gd     1.945910        Typ          1          Gd
## 2468    0.6931472          TA     2.079442        Typ          0        None
## 2469    0.6931472          TA     1.945910        Typ          0        None
## 2470    0.6931472          TA     2.302585        Typ          1          Gd
## 2471    0.6931472          Gd     2.197225        Typ          2          TA
## 2472    0.6931472          TA     2.079442        Typ          1          Gd
## 2473    0.6931472          TA     1.791759        Typ          0        None
## 2475    0.6931472          TA     2.079442        Typ          2          Gd
## 2476    0.6931472          TA     1.609438        Typ          0        None
## 2477    0.6931472          TA     1.945910        Typ          0        None
## 2478    0.6931472          TA     1.945910       Min2          1          TA
## 2479    0.6931472          TA     1.791759        Typ          0        None
## 2480    0.6931472          TA     1.791759        Typ          1          Po
## 2481    0.6931472          TA     1.945910        Typ          0        None
## 2482    0.6931472          TA     1.945910        Typ          0        None
## 2483    0.6931472          TA     1.791759        Typ          0        None
## 2484    0.6931472          TA     1.791759        Typ          0        None
## 2485    0.6931472          Gd     1.945910        Typ          0        None
## 2486    0.6931472          TA     1.945910        Typ          1          Gd
## 2487    0.6931472          TA     2.484907        Mod          1          Gd
## 2488    0.6931472          Gd     1.945910        Typ          2          Gd
## 2489    0.6931472          Gd     1.945910        Typ          1          TA
## 2491    0.6931472          TA     1.791759       Min2          0        None
## 2492    0.6931472          TA     2.079442        Typ          1          TA
## 2493    0.6931472          Gd     1.945910        Typ          1          TA
## 2494    0.6931472          TA     1.945910        Mod          1          TA
## 2495    0.6931472          TA     1.609438        Mod          0        None
## 2496    0.6931472          Gd     1.945910       Min2          2          Gd
## 2497    0.6931472          Gd     1.945910        Typ          0        None
## 2498    0.6931472          TA     1.945910        Typ          0        None
## 2499    0.6931472          Gd     1.791759       Min2          0        None
## 2500    0.6931472          TA     1.791759        Typ          0        None
## 2501    0.6931472          TA     2.079442        Typ          0        None
## 2502    0.6931472          TA     2.079442        Typ          1          Gd
## 2503    0.6931472          TA     2.079442        Typ          0        None
## 2504    0.6931472          Gd     2.079442       Min2          1          Po
## 2505    0.6931472          Gd     2.079442        Typ          1          TA
## 2506    0.6931472          Gd     2.079442        Typ          1          Gd
## 2507    0.6931472          Gd     2.197225        Typ          0        None
## 2508    0.6931472          Gd     2.079442        Typ          1          Gd
## 2509    0.6931472          Gd     2.079442        Typ          0        None
## 2510    0.6931472          Gd     2.079442        Typ          1          Gd
## 2511    0.6931472          Gd     1.945910        Typ          0        None
## 2512    0.6931472          Gd     2.079442        Typ          0        None
## 2513    0.6931472          Gd     2.079442        Typ          1          TA
## 2514    0.6931472          Gd     1.791759        Typ          2          Fa
## 2515    0.6931472          TA     1.945910        Typ          0        None
## 2516    0.6931472          Gd     1.945910        Typ          0        None
## 2517    0.6931472          TA     1.791759        Typ          0        None
## 2518    0.6931472          TA     1.945910        Typ          0        None
## 2519    0.6931472          Gd     2.079442        Typ          1          TA
## 2520    0.6931472          TA     2.079442        Typ          1          Fa
## 2521    0.6931472          Gd     2.079442        Typ          0        None
## 2522    0.6931472          Gd     2.079442        Typ          1          TA
## 2523    0.6931472          TA     1.791759        Typ          0        None
## 2524    0.6931472          TA     1.945910        Typ          1          Fa
## 2525    0.6931472          TA     1.945910        Typ          1          Fa
## 2526    0.6931472          TA     1.791759        Typ          0        None
## 2527    0.6931472          TA     1.791759        Typ          0        None
## 2528    0.6931472          TA     1.791759        Typ          0        None
## 2529    0.6931472          Ex     1.791759        Typ          0        None
## 2530    0.6931472          Gd     1.791759        Typ          0        None
## 2531    0.6931472          Gd     2.079442        Typ          1          TA
## 2532    0.6931472          Gd     2.079442        Typ          1          Gd
## 2533    0.6931472          Gd     2.079442        Typ          0        None
## 2534    0.6931472          Gd     2.079442        Typ          1          TA
## 2535    0.6931472          Gd     2.079442        Typ          1          TA
## 2536    0.6931472          Gd     2.079442       Min2          2          TA
## 2537    0.6931472          Gd     1.791759        Typ          1          TA
## 2538    0.6931472          Gd     2.079442        Typ          0        None
## 2539    0.6931472          Gd     1.791759        Typ          0        None
## 2540    0.6931472          Gd     1.945910        Typ          1          Gd
## 2541    0.6931472          Gd     2.079442        Typ          1          Gd
## 2542    0.6931472          Gd     1.945910        Typ          0        None
## 2543    0.6931472          TA     1.609438        Typ          1          Fa
## 2544    0.6931472          TA     1.609438        Typ          0        None
## 2545    0.6931472          TA     2.079442        Typ          1          Gd
## 2546    0.6931472          TA     1.791759       Min2          0        None
## 2547    0.6931472          TA     2.079442        Typ          1          Fa
## 2548    1.0986123          TA     2.484907        Typ          0        None
## 2549    0.6931472          TA     1.945910        Typ          0        None
## 2550    0.6931472          Ex     2.772589        Typ          2          Gd
## 2551    0.6931472          Gd     1.791759        Typ          0        None
## 2552    0.6931472          Fa     1.609438        Typ          0        None
## 2553    1.0986123          Fa     1.945910        Typ          0        None
## 2554    1.0986123          TA     2.197225        Typ          0        None
## 2555    0.6931472          TA     1.609438        Typ          1          Gd
## 2556    0.6931472          TA     1.609438        Typ          1          Fa
## 2557    0.6931472          TA     1.791759        Typ          0        None
## 2558    1.0986123          TA     2.564949       Min2          0        None
## 2559    0.6931472          TA     1.945910        Typ          0        None
## 2560    0.6931472          TA     2.197225        Typ          1          Gd
## 2561    0.6931472          TA     1.791759        Typ          1          Gd
## 2562    0.6931472          TA     2.079442        Typ          1          Gd
## 2563    0.6931472          TA     1.945910        Typ          1          Gd
## 2564    0.6931472          Gd     2.197225        Typ          1          TA
## 2565    0.6931472          TA     2.079442       Min1          1          Gd
## 2566    0.6931472          Gd     2.079442        Typ          1          TA
## 2567    0.6931472          TA     1.791759        Typ          0        None
## 2568    0.6931472          TA     1.945910        Typ          3          TA
## 2569    0.6931472          TA     2.079442        Typ          2          Gd
## 2570    0.6931472          TA     1.791759        Typ          1          TA
## 2571    0.6931472          Gd     2.079442        Typ          0        None
## 2572    0.6931472          TA     1.609438        Typ          0        None
## 2573    0.6931472          TA     2.079442        Typ          2          TA
## 2574    0.6931472          Gd     1.945910        Typ          1          Gd
## 2575    0.6931472          Gd     1.945910        Typ          0        None
## 2576    0.6931472          TA     1.945910        Typ          0        None
## 2578    0.6931472          TA     1.791759        Typ          0        None
## 2579    0.6931472          TA     1.609438       Maj2          0        None
## 2580    1.0986123          TA     2.302585        Typ          0        None
## 2581    0.6931472          TA     1.945910        Typ          0        None
## 2582    0.6931472          Gd     1.791759        Typ          0        None
## 2583    0.6931472          Gd     1.791759        Typ          1          Gd
## 2584    0.6931472          Gd     1.791759        Typ          1          Po
## 2585    0.6931472          Gd     1.945910        Typ          1          Gd
## 2586    0.6931472          Gd     1.609438        Typ          1          Gd
## 2587    0.6931472          TA     1.945910        Typ          1          TA
## 2588    0.0000000          TA     1.609438        Typ          0        None
## 2589    0.6931472          TA     1.791759        Typ          1          Po
## 2590    0.6931472          Gd     1.791759        Typ          2          TA
## 2591    0.6931472          Gd     2.079442        Typ          1          Gd
## 2592    0.6931472          Gd     2.079442        Typ          0        None
## 2593    0.6931472          Ex     1.945910        Typ          1          Gd
## 2594    0.6931472          Gd     1.945910        Typ          0        None
## 2595    0.6931472          Gd     1.791759        Typ          0        None
## 2596    0.6931472          Gd     1.945910        Typ          1          Ex
## 2597    0.6931472          TA     2.079442        Typ          1          TA
## 2598    0.6931472          Gd     2.397895        Typ          1          Gd
## 2599    0.6931472          Ex     2.197225        Typ          1          Gd
## 2600    0.6931472          TA     2.302585       Min1          0        None
## 2601    0.6931472          TA     1.386294        Typ          0        None
## 2602    0.6931472          TA     1.791759        Typ          0        None
## 2603    0.6931472          TA     1.609438        Typ          0        None
## 2604    0.6931472          TA     1.791759        Typ          0        None
## 2605    0.6931472          TA     1.945910        Typ          0        None
## 2606    0.6931472          Gd     1.609438        Typ          1          Fa
## 2607    0.6931472          TA     1.945910        Typ          1          TA
## 2608    0.6931472          Gd     1.945910        Mod          2          TA
## 2609    0.6931472          TA     1.945910        Typ          1          Gd
## 2610    0.6931472          TA     1.791759        Typ          0        None
## 2611    0.6931472          TA     1.945910        Typ          0        None
## 2612    0.6931472          TA     1.945910        Typ          0        None
## 2613    0.6931472          TA     1.609438        Typ          0        None
## 2614    0.6931472          TA     1.791759        Typ          0        None
## 2615    0.6931472          TA     1.791759        Typ          0        None
## 2616    0.6931472          Gd     1.791759        Typ          2          TA
## 2617    0.6931472          TA     2.079442        Typ          1          TA
## 2618    0.6931472          Ex     1.609438       Min1          2          Gd
## 2619    0.6931472          TA     2.197225        Typ          1          TA
## 2620    0.6931472          TA     1.945910        Typ          1          TA
## 2621    0.6931472          TA     2.079442        Typ          1          TA
## 2622    0.6931472          TA     2.079442        Typ          1          TA
## 2623    0.6931472          Gd     2.079442        Typ          1          Gd
## 2624    0.6931472          Gd     2.302585        Typ          1          Gd
## 2625    0.6931472          Gd     2.302585        Typ          0        None
## 2626    0.6931472          TA     1.945910        Typ          1          TA
## 2627    0.6931472          TA     1.791759        Typ          0        None
## 2628    0.6931472          Ex     2.484907        Typ          1          Gd
## 2629    0.6931472          Ex     2.397895        Typ          1          Ex
## 2630    0.6931472          Gd     2.484907        Typ          1          Gd
## 2631    0.6931472          Ex     2.484907        Typ          1          Gd
## 2632    0.6931472          Ex     2.397895        Typ          1          Gd
## 2633    0.6931472          Gd     2.079442        Typ          1          Gd
## 2634    0.6931472          Ex     2.197225        Typ          2          Gd
## 2635    0.6931472          TA     1.791759        Typ          1          TA
## 2636    0.6931472          TA     2.197225        Typ          1          TA
## 2637    0.6931472          TA     1.791759        Typ          1          Fa
## 2638    0.6931472          Gd     2.197225        Typ          1          Ex
## 2639    0.6931472          Gd     2.197225        Typ          1          TA
## 2640    0.6931472          TA     1.945910        Typ          0        None
## 2641    0.6931472          TA     1.791759        Typ          0        None
## 2642    0.6931472          Gd     1.609438        Typ          0        None
## 2643    0.6931472          TA     1.945910        Typ          0        None
## 2644    0.6931472          Gd     2.079442       Min1          1          Fa
## 2645    0.6931472          TA     1.945910        Typ          0        None
## 2646    0.6931472          TA     1.791759        Typ          0        None
## 2647    0.6931472          TA     1.945910        Typ          0        None
## 2648    0.6931472          TA     1.609438        Typ          1          Po
## 2649    0.6931472          TA     1.945910        Typ          1          TA
## 2650    0.6931472          TA     1.609438        Typ          0        None
## 2651    0.6931472          TA     1.945910        Typ          1          TA
## 2652    0.6931472          Ex     2.484907        Typ          1          Gd
## 2653    0.6931472          Gd     1.945910        Typ          1          Gd
## 2654    0.6931472          Gd     2.197225        Typ          0        None
## 2655    0.6931472          Ex     2.079442        Typ          1          Gd
## 2656    0.6931472          Ex     2.397895        Typ          1          Gd
## 2657    0.6931472          Ex     2.197225        Typ          1          Gd
## 2658    0.6931472          Ex     2.197225        Typ          1          Gd
## 2659    0.6931472          Gd     2.397895        Typ          1          Gd
## 2660    0.6931472          Ex     2.397895        Typ          1          Gd
## 2661    0.6931472          Gd     1.945910        Typ          1          Gd
## 2662    0.6931472          Ex     2.079442        Typ          1          Gd
## 2663    0.6931472          Gd     2.302585        Typ          1          TA
## 2664    0.6931472          Ex     1.945910        Typ          1          Gd
## 2665    0.6931472          Ex     1.945910        Typ          1          Gd
## 2666    0.6931472          Gd     1.945910        Typ          1          Gd
## 2667    0.6931472          Gd     2.197225        Typ          1          Gd
## 2668    0.6931472          Gd     2.197225        Typ          0        None
## 2669    0.6931472          Gd     1.945910        Typ          0        None
## 2670    0.6931472          Gd     2.302585        Typ          1          Gd
## 2671    0.6931472          Gd     2.197225        Typ          0        None
## 2672    0.6931472          Gd     1.945910        Typ          1          Gd
## 2673    0.6931472          Gd     1.791759        Typ          1          TA
## 2674    0.6931472          Gd     2.079442        Typ          1          TA
## 2675    0.6931472          Gd     1.945910        Typ          0        None
## 2676    0.6931472          Gd     2.079442        Typ          1          Gd
## 2677    0.6931472          TA     2.302585        Typ          1          TA
## 2678    0.6931472          Gd     2.197225        Typ          0        None
## 2679    0.6931472          Gd     2.079442        Typ          1          Ex
## 2680    0.6931472          Gd     2.079442        Typ          1          TA
## 2681    0.6931472          Ex     2.302585        Typ          1          TA
## 2682    0.6931472          Gd     2.302585        Typ          1          Ex
## 2683    0.6931472          Ex     2.484907        Typ          1          TA
## 2684    0.6931472          Gd     2.302585        Typ          1          TA
## 2685    0.6931472          Gd     2.197225        Typ          1          TA
## 2686    0.6931472          Gd     2.197225        Typ          1          Gd
## 2687    0.6931472          Gd     1.945910        Typ          1          Gd
## 2688    0.6931472          Gd     2.079442        Typ          0        None
## 2689    0.6931472          Gd     1.791759        Typ          0        None
## 2690    0.6931472          Ex     2.484907        Typ          1          Gd
##      GarageType GarageYrBlt GarageFinish GarageCars GarageArea GarageQual
## 1461     Attchd        1961          Unf          1        730         TA
## 1462     Attchd        1958          Unf          1        312         TA
## 1463     Attchd        1997          Fin          2        482         TA
## 1464     Attchd        1998          Fin          2        470         TA
## 1465     Attchd        1992          RFn          2        506         TA
## 1466     Attchd        1993          Fin          2        440         TA
## 1467     Attchd        1992          Fin          2        420         TA
## 1468     Attchd        1998          Fin          2        393         TA
## 1469     Attchd        1990          Unf          2        506         TA
## 1470     Attchd        1970          Fin          2        525         TA
## 1471     Attchd        1999          Fin          2        511         TA
## 1472     Detchd        1971          Unf          1        264         TA
## 1473     Detchd        1997          Unf          1        320         TA
## 1474     Attchd        1975          Unf          2        440         TA
## 1475     Attchd        1975          Unf          1        308         TA
## 1476     Attchd        2009          Fin          3        751         TA
## 1477     Attchd        2009          RFn          3        868         TA
## 1478     Attchd        2005          Fin          3        730         TA
## 1479     Attchd        2005          RFn          3        678         TA
## 1480     Attchd        2003          Fin          3        958         TA
## 1481     Attchd        2002          Fin          3        756         TA
## 1482     Attchd        2006          RFn          2        484         TA
## 1483     Attchd        2005          Fin          2        430         TA
## 1484     Attchd        2006          Fin          2        437         TA
## 1485    BuiltIn        2004          Fin          2        400         TA
## 1486    BuiltIn        2004          Fin          2        433         TA
## 1487     Attchd        1998          Fin          3        962         TA
## 1488     Attchd        2005          RFn          3        880         TA
## 1489     Attchd        2009          RFn          2        676         TA
## 1490     Attchd        2005          Fin          2        528         TA
## 1491     Attchd        2004          RFn          2        484         TA
## 1492     Detchd        1920          Unf          1        429         TA
## 1493     Attchd        1974          Fin          2        461         TA
## 1494     Attchd        1993          RFn          3        762         TA
## 1495     Attchd        1992          RFn          3        713         TA
## 1496     Attchd        2004          Fin          2        506         TA
## 1497     Attchd        2004          RFn          2        588         TA
## 1498     Detchd        2004          RFn          2        480         TA
## 1499     Detchd        2004          RFn          2        480         TA
## 1500     Detchd        2005          RFn          2        480         TA
## 1501     Detchd        2000          Unf          2        440         TA
## 1502     Attchd        2003          RFn          2        496         TA
## 1503     Attchd        2010          RFn          3        852         TA
## 1504     Attchd        2000          RFn          2        592         TA
## 1505     Attchd        2002          RFn          2        596         TA
## 1506     Attchd        1967          RFn          2        535         TA
## 1507     Attchd        1993          Unf          2        660         TA
## 1508     Attchd        1978          RFn          2        678         TA
## 1509     Attchd        1971          RFn          2        441         TA
## 1510     Attchd        1966          RFn          2        490         TA
## 1511     Attchd        1966          RFn          2        504         TA
## 1512     Attchd        1967          RFn          2        517         TA
## 1513     Attchd        1964          Unf          2        480         TA
## 1514       None           0         None          0          0       None
## 1515     Detchd        1994          Unf          2        400         TA
## 1516     Attchd        1949          Unf          2        470         TA
## 1517     Attchd        1966          Unf          1        315         TA
## 1518     Attchd        1958          Unf          2        576         TA
## 1519     Attchd        2003          RFn          2        620         TA
## 1520     Attchd        1959          RFn          1        308         TA
## 1521     Attchd        1959          RFn          1        312         TA
## 1522     Attchd        1956          Unf          2        440         TA
## 1523     Attchd        1956          Unf          1        263         TA
## 1524     Detchd        1952          Unf          1        318         TA
## 1525     Attchd        1955          Unf          1        305         TA
## 1526     Attchd        1958          Unf          1        264         TA
## 1527     Detchd        1989          Unf          2        676         TA
## 1528     Detchd        1950          Unf          1        280         TA
## 1529     Detchd        1960          RFn          2        484         TA
## 1530     Attchd        1963          RFn          2        440         TA
## 1531    Basment        1900          Unf          1        240         TA
## 1532       None           0         None          0          0       None
## 1533     Detchd        1957          Unf          2        551         TA
## 1534     Detchd        1938          Unf          1        240         Fa
## 1535     Detchd        1948          Unf          1        240         TA
## 1536     Detchd        1962          Unf          1        315         TA
## 1537     Detchd        1928          Unf          2        780         Fa
## 1538     Detchd        1930          Unf          1        288         TA
## 1539     Detchd        2003          Unf          2        624         TA
## 1540       None           0         None          0          0       None
## 1541     Detchd        1970          Unf          2        624         TA
## 1542     Detchd        1950          Unf          1        363         TA
## 1543     Detchd        1928          Unf          1        315         TA
## 1544     Detchd        1926          Unf          1        200         Fa
## 1545     Detchd        1939          Unf          1        240         TA
## 1546     Detchd        1973          Unf          2        576         TA
## 1547     Detchd        1942          Unf          1        240         TA
## 1548     Detchd        1948          Unf          1        312         TA
## 1549     Detchd        1979          Fin          2        624         TA
## 1550     Detchd        1930          Unf          2        480         TA
## 1551     Detchd        1923          Unf          1        288         TA
## 1552     Detchd        1915          Unf          2        572         TA
## 1553       None           0         None          0          0       None
## 1554     Detchd        1920          Unf          1        180         TA
## 1555     Attchd        1959          Unf          1        365         TA
## 1557       None           0         None          0          0       None
## 1558     Detchd        1940          Unf          1        231         TA
## 1559       None           0         None          0          0       None
## 1560     Detchd        1910          Unf          2        450         TA
## 1561       None           0         None          0          0       None
## 1562     Detchd        1966          Unf          1        416         TA
## 1563     Detchd        1969          Unf          1        280         TA
## 1564     Attchd        1978          Fin          2        591         TA
## 1565     Attchd        1968          Unf          2        480         TA
## 1566     Attchd        1977          RFn          2        690         TA
## 1567     Detchd        1945          Unf          2        440         TA
## 1568     Attchd        1978          Fin          2        522         TA
## 1569     Attchd        1938          RFn          1        480         TA
## 1570     Attchd        1987          Unf          1        467         TA
## 1571     Detchd        1947          Unf          1        209         Fa
## 1572     Attchd        1954          Fin          1        366         TA
## 1573     Attchd        2009          RFn          2        572         TA
## 1574     Detchd        1964          Unf          2        504         TA
## 1575     Attchd        1987          RFn          2        528         Gd
## 1576     2Types        2000          RFn          4       1017         TA
## 1577     Attchd        2009          RFn          2        615         TA
## 1578     Detchd        1957          Unf          2        484         TA
## 1579     Attchd        1998          Unf          2        580         Gd
## 1580     Attchd        1997          RFn          2        513         TA
## 1581     Attchd        1977          Unf          1        308         TA
## 1582     Detchd        1977          Unf          2        484         TA
## 1583     Attchd        2003          RFn          3        850         TA
## 1584     Attchd        1997          Fin          2        621         TA
## 1585     Attchd        2003          Fin          2        420         TA
## 1586     Detchd        1945          Unf          1        240         TA
## 1587     Detchd        1954          Unf          1        319         TA
## 1588     Attchd        1968          RFn          1        336         TA
## 1589     Detchd        1956          Unf          2        480         TA
## 1590     Detchd        1975          Unf          1        352         TA
## 1591       None           0         None          0          0       None
## 1592     Detchd        1979          Unf          1        260         TA
## 1593     Detchd        1939          Unf          2        399         TA
## 1594       None           0         None          0          0       None
## 1595       None           0         None          0          0       None
## 1596     Attchd        1941          Unf          1        312         TA
## 1597     Detchd        1950          Unf          2        484         TA
## 1598    BuiltIn        1994          RFn          2        473         TA
## 1599     Attchd        1989          Fin          2        598         TA
## 1600     Attchd        1989          Unf          2        531         TA
## 1601     Detchd        1951          Unf          1        200         Fa
## 1602     Detchd        1950          Unf          1        625         TA
## 1603     Detchd        1896          RFn          1        330         TA
## 1604     Attchd        2004          Fin          2        525         TA
## 1605     Attchd        1998          Unf          3        741         TA
## 1606     Attchd        1977          Unf          2        473         TA
## 1607     2Types        1976          Unf          2        776         TA
## 1608     Attchd        2008          Fin          3        660         TA
## 1609     Attchd        2010          RFn          2        520         TA
## 1610    BuiltIn        2007          Fin          2        400         TA
## 1611     Attchd        1965          Unf          2        528         TA
## 1612     Attchd        2004          RFn          2        624         TA
## 1613     Attchd        2001          Unf          2        686         TA
## 1614     Attchd        1973          RFn          1        253         TA
## 1615       None           0         None          0          0       None
## 1616       None           0         None          0          0       None
## 1617     Attchd        1972          Unf          1        286         TA
## 1618     Detchd        1971          Unf          1        352         TA
## 1619     Attchd        1984          Unf          2        495         TA
## 1620     Attchd        1985          Unf          2        616         TA
## 1621     Detchd        1993          Unf          2        576         TA
## 1622     Attchd        1969          Fin          1        275         TA
## 1623     Attchd        1994          Unf          2        482         TA
## 1624     Attchd        1993          Fin          2        616         TA
## 1625     Attchd        1956          Unf          1        502         TA
## 1626     Attchd        1974          RFn          2        528         TA
## 1627     Attchd        1997          Fin          2        470         TA
## 1628    BuiltIn        2003          Fin          3        632         TA
## 1629    BuiltIn        1996          Fin          2        390         TA
## 1630     Attchd        2004          Fin          2        564         TA
## 1631     Attchd        1998          Fin          2        495         TA
## 1632     Attchd        1995          RFn          2        528         TA
## 1633    BuiltIn        1998          Fin          2        396         TA
## 1634     Attchd        1998          Fin          2        440         TA
## 1635     Attchd        1994          Fin          2        409         TA
## 1636     Attchd        1993          Unf          2        430         TA
## 1637     Attchd        1977          Unf          2        567         TA
## 1638     Attchd        1978          RFn          2        529         TA
## 1639     Attchd        1978          RFn          2        484         TA
## 1640    BuiltIn        1980          RFn          2        441         TA
## 1641     Attchd        1978          Fin          2        479         TA
## 1642     Attchd        2003          RFn          2        581         TA
## 1643     Attchd        2000          Fin          2        588         TA
## 1644     Attchd        2002          RFn          2        565         TA
## 1645     Attchd        1975          RFn          2        478         TA
## 1646     Attchd        1974          RFn          2        528         TA
## 1647     Attchd        1975          Unf          2        506         TA
## 1648     Attchd        1970          RFn          2        477         TA
## 1649     Attchd        1971          Unf          1        336         TA
## 1650     Detchd        2001          Unf          2        576         TA
## 1651     Detchd        1986          Unf          2        576         TA
## 1652     Detchd        1973          Unf          1        264         TA
## 1653     Detchd        1972          Unf          1        288         TA
## 1654     Detchd        1976          RFn          2        440         TA
## 1655     Attchd        1975          RFn          2        440         TA
## 1656     Attchd        1977          Unf          2        440         TA
## 1657     Detchd        1978          Unf          2        440         TA
## 1658     Attchd        1978          Fin          2        440         TA
## 1659     Attchd        1976          Unf          1        345         TA
## 1660     Attchd        1966          RFn          2        656         TA
## 1661    BuiltIn        2007          Fin          3        754         TA
## 1662     Attchd        2009          RFn          3        864         TA
## 1663     Attchd        2008          RFn          3        896         TA
## 1664     Attchd        2007          Fin          3        762         TA
## 1665     Attchd        2008          RFn          3        834         TA
## 1666     Attchd        2004          Fin          3        932         TA
## 1667    BuiltIn        2007          Fin          3        640         TA
## 1668     Attchd        2008          RFn          3        927         TA
## 1669     Attchd        2006          Fin          3        700         TA
## 1670     Attchd        2008          Fin          3        850         TA
## 1671     Attchd        2003          Fin          2        583         TA
## 1672     Attchd        2003          Fin          3        886         TA
## 1673    BuiltIn        2003          Fin          3        730         TA
## 1674     Attchd        2006          RFn          3        871         TA
## 1675     Attchd        2005          RFn          2        484         TA
## 1676     Attchd        2005          RFn          2        624         TA
## 1677     Attchd        2008          RFn          2        484         TA
## 1678     Attchd        2004          Fin          3        949         TA
## 1679     Attchd        2003          Fin          3        685         TA
## 1680     Attchd        2008          Fin          2        649         TA
## 1681     Attchd        2008          RFn          2        539         TA
## 1682     Attchd        2002          RFn          3        701         TA
## 1683     Attchd        2003          RFn          2        478         TA
## 1684     Attchd        2005          Fin          2        390         TA
## 1685     Attchd        2005          Fin          2        392         TA
## 1686     Attchd        2005          Fin          2        397         TA
## 1687    BuiltIn        2004          Fin          2        400         TA
## 1688    BuiltIn        2004          Fin          2        436         TA
## 1689     Attchd        2004          Fin          2        434         TA
## 1690     Attchd        2003          Fin          2        400         TA
## 1691     Attchd        2003          Fin          2        393         TA
## 1692    BuiltIn        2002          Fin          3        644         TA
## 1693    BuiltIn        2004          Fin          2        400         TA
## 1694     Attchd        2000          Fin          2        394         TA
## 1695    BuiltIn        1999          RFn          2        400         TA
## 1696    BuiltIn        1999          Fin          3        658         TA
## 1697    BuiltIn        1999          Fin          2        410         TA
## 1698    BuiltIn        2000          RFn          3        810         TA
## 1699     Attchd        1994          Fin          3        815         TA
## 1700     Attchd        1995          Fin          2        647         TA
## 1701     Attchd        1993          RFn          2        623         TA
## 1702     Attchd        2008          RFn          3        972         TA
## 1703     Attchd        2008          Fin          3        726         TA
## 1704     Attchd        2007          RFn          3        844         TA
## 1705     Attchd        2006          Fin          2        492         TA
## 1706     Attchd        2005          Fin          3        795         TA
## 1707     Attchd        2008          Fin          2        529         TA
## 1708     Attchd        2008          RFn          2        625         TA
## 1709     Attchd        2008          RFn          3        984         TA
## 1710     Attchd        2006          RFn          2        692         TA
## 1711     Attchd        2006          Fin          3        782         TA
## 1712     Attchd        2009          Fin          2        517         TA
## 1713     Attchd        2006          RFn          3        711         TA
## 1714     Attchd        2003          RFn          2        588         TA
## 1715     Attchd        2003          RFn          2        628         TA
## 1716     Detchd        2007          RFn          2        576         TA
## 1717     Detchd        2006          RFn          2        484         TA
## 1718       None           0         None          0          0       None
## 1719    BuiltIn        2004          RFn          2        478         TA
## 1720     Attchd        2004          RFn          3        845         TA
## 1721     Detchd        2005          Unf          2        576         TA
## 1722       None           0         None          0          0       None
## 1723     Detchd        2004          Unf          2        576         TA
## 1724     Attchd        2008          RFn          3        788         TA
## 1725     Attchd        1997          RFn          2        559         TA
## 1726     Attchd        1992          RFn          2        528         TA
## 1727     Attchd        1990          RFn          2        542         TA
## 1728     Attchd        1994          RFn          2        495         TA
## 1729     Attchd        1986          RFn          2        465         TA
## 1730     Attchd        1981          Unf          2        612         TA
## 1731     Detchd        1969          Unf          2        400         TA
## 1732     Detchd        1982          Unf          2        732         TA
## 1733     Attchd        1961          Unf          1        440         TA
## 1734     Attchd        1965          Unf          1        288         TA
## 1735     Attchd        1963          RFn          1        300         TA
## 1736     Attchd        1962          Unf          1        252         TA
## 1737     Attchd        1980          RFn          3        864         TA
## 1738     Attchd        1991          Unf          2        524         TA
## 1739    BuiltIn        2004          Fin          3        704         TA
## 1740     Attchd        2008          Fin          2        561         TA
## 1741     Attchd        2008          Fin          2        641         TA
## 1742     Detchd        2000          Unf          2        440         TA
## 1743     Detchd        1999          Unf          2        506         TA
## 1744     Attchd        1977          Fin          2        642         TA
## 1745     Attchd        1981          RFn          2        540         TA
## 1746     Attchd        1976          Unf          2        527         TA
## 1747     Attchd        1974          RFn          2        784         TA
## 1748     Attchd        1967          RFn          2        515         TA
## 1749     Attchd        1969          RFn          2        502         TA
## 1750     Attchd        1969          Unf          1        336         TA
## 1751     Attchd        1977          RFn          2        520         TA
## 1752     Attchd        1967          Fin          1        312         TA
## 1753     Attchd        1967          Unf          2        440         TA
## 1754     Attchd        1974          RFn          2        498         TA
## 1755     Attchd        1971          RFn          2        495         TA
## 1756     Detchd        1988          Unf          2        396         TA
## 1757     Detchd        1960          Unf          1        308         TA
## 1758     Attchd        1982          RFn          3        768         TA
## 1759     Detchd        1956          Unf          2        576         TA
## 1760     Attchd        1961          RFn          2        610         TA
## 1761     Detchd        1964          Unf          2        520         TA
## 1762     Attchd        1965          Fin          2        549         TA
## 1763    BuiltIn        1961          Fin          2        368         TA
## 1764     Attchd        1955          RFn          1        330         TA
## 1765     Attchd        1967          Unf          2        550         Gd
## 1766     Attchd        1961          RFn          2        530         TA
## 1767     Attchd        1966          Unf          2        542         TA
## 1768     Attchd        1956          RFn          1        286         TA
## 1769     Attchd        1960          Unf          2        441         TA
## 1770     Attchd        1959          Unf          1        297         TA
## 1771     Attchd        1956          RFn          1        304         TA
## 1772     Attchd        1955          Unf          1        350         TA
## 1773     Attchd        1956          Unf          1        294         TA
## 1774     Detchd        1958          Unf          2        495         TA
## 1775     Attchd        1954          Unf          1        297         TA
## 1776    Basment        1951          Unf          2        480         TA
## 1777     Detchd        1945          Unf          1        240         TA
## 1778     Attchd        1952          Unf          1        230         TA
## 1779     Attchd        1953          Fin          1        616         TA
## 1780     Attchd        1948          Unf          2        410         TA
## 1781     Attchd        1950          Fin          1        246         TA
## 1782     Attchd        1958          Unf          1        366         Fa
## 1783     Detchd        1939          Unf          2        720         TA
## 1784     Detchd        1940          Unf          1        281         TA
## 1785     Detchd        1987          Unf          1        264         TA
## 1786     Detchd        1954          Unf          2        528         TA
## 1787     Detchd        2008          Unf          2        624         TA
## 1788       None           0         None          0          0       None
## 1789     Detchd        1980          Fin          2        576         TA
## 1790     Detchd        1959          Unf          1        320         TA
## 1791     Attchd        1969          RFn          3        907         TA
## 1792     Attchd        1963          Unf          1        364         TA
## 1793     Attchd        1967          RFn          2        480         TA
## 1794     Detchd        1985          Unf          2        480         TA
## 1795     Detchd        1957          Unf          1        308         TA
## 1796    Basment        1958          RFn          1        384         TA
## 1797     Detchd        1989          Unf          2        900         TA
## 1798     Attchd        1958          RFn          1        294         TA
## 1799     Detchd        1952          Unf          1        240         TA
## 1800     Attchd        1959          RFn          1        288         TA
## 1801     Detchd        1949          Unf          1        384         TA
## 1802     Detchd        1994          Unf          2        576         TA
## 1803     Attchd        1964          Unf          2        483         TA
## 1804     Attchd        1978          Unf          2        564         TA
## 1805     Attchd        1963          RFn          1        264         TA
## 1806     Detchd        1920          Unf          1        162         Fa
## 1807     Detchd        1920          Unf          2        324         Fa
## 1808     Detchd        1959          Unf          2        472         Fa
## 1809       None           0         None          0          0       None
## 1810     Detchd        1939          Unf          2        400         TA
## 1811       None           0         None          0          0       None
## 1812       None           0         None          0          0       None
## 1813     Detchd        1950          Unf          1        308         TA
## 1814     Detchd        1920          Unf          2        288         TA
## 1815     Detchd        1965          Unf          1        308         TA
## 1816     Detchd        1963          Unf          1        287         TA
## 1817     Detchd        1974          Unf          2        720         TA
## 1818     Detchd        1930          Unf          1        357         TA
## 1819     Attchd        1917          Unf          1        280         TA
## 1820       None           0         None          0          0       None
## 1821     Detchd        1920          Unf          1        207         Fa
## 1822     Detchd        1950          Unf          3        640         TA
## 1823       None           0         None          0          0       None
## 1824    BuiltIn        1923          Unf          1        216         Fa
## 1825     Detchd        1955          Unf          1        336         TA
## 1826     Attchd        1924          Fin          1        320         TA
## 1827     Detchd        1926          Unf          1        264         TA
## 1828     Detchd        1938          Unf          1        250         Fa
## 1829     Detchd        1982          Unf          5       1184         Fa
## 1830     Detchd        1930          Unf          2        576         Fa
## 1831     Detchd        1915          Unf          1        216         TA
## 1832       None           0         None          0          0       None
## 1833     Attchd        1927          Unf          1        316         TA
## 1834     Attchd        1915          Unf          1        379         TA
## 1835       None           0         None          0          0       None
## 1836     Detchd        1927          Unf          1        384         Fa
## 1837       None           0         None          0          0       None
## 1838     Detchd        1915          Unf          1        308         TA
## 1839    CarPort        1946          Unf          1        220         TA
## 1840       None           0         None          0          0       None
## 1841     Detchd        1960          Unf          1        252         TA
## 1842     Detchd        1934          Unf          1        226         Po
## 1843     Attchd        1984          Fin          1        668         TA
## 1844    Basment        1978          Fin          2        504         TA
## 1845     Attchd        1961          Unf          1        384         TA
## 1846     Attchd        1960          RFn          2        480         TA
## 1847     Attchd        1956          Unf          1        336         TA
## 1848       None           0         None          0          0       None
## 1849     Attchd        1980          Unf          2        498         Fa
## 1850     Attchd        1956          Unf          1        340         TA
## 1851     Detchd        1946          Unf          1        240         TA
## 1852     Detchd        1954          RFn          1        252         TA
## 1853     Attchd        1984          Fin          1        266         TA
## 1854     Attchd        1990          Unf          2        462         TA
## 1855     Attchd        1983          Unf          2        576         TA
## 1856     Attchd        1993          RFn          2        473         TA
## 1857     Attchd        1900          Unf          2        576         TA
## 1858     Detchd        1979          Unf          2        720         TA
## 1859     Attchd        1979          Unf          2        400         TA
## 1860     Detchd        1979          Unf          2        672         TA
## 1861     Attchd        1979          Unf          2        400         TA
## 1862    BuiltIn        2000          Fin          4        820         TA
## 1863    BuiltIn        2000          Fin          4        820         TA
## 1864    BuiltIn        2000          Fin          4        820         TA
## 1865     Attchd        2009          Fin          3       1138         TA
## 1866     Attchd        2008          RFn          3        846         TA
## 1867     Attchd        2008          RFn          3        904         TA
## 1868     Attchd        2007          RFn          2        524         TA
## 1869     Attchd        2007          RFn          2        662         TA
## 1870     Attchd        2008          RFn          3        810         TA
## 1871     Attchd        2005          Fin          3        844         TA
## 1872     Attchd        2005          Fin          2        440         TA
## 1873     Attchd        1992          Unf          2        525         TA
## 1874     Attchd        1995          RFn          1        440         TA
## 1875     Attchd        1998          Fin          2        539         TA
## 1876     Attchd        1998          RFn          2        492         TA
## 1877     Attchd        2002          RFn          2        577         TA
## 1878     Attchd        2001          RFn          2        608         TA
## 1879     Attchd        1978          Unf          1        343         TA
## 1880     Attchd        1979          Unf          2        444         TA
## 1881     Attchd        2002          RFn          3       1231         TA
## 1882    BuiltIn        2003          RFn          2        570         TA
## 1883     Attchd        2002          RFn          2        550         TA
## 1884     Attchd        2001          RFn          2        608         TA
## 1885     Attchd        1999          Fin          2        521         TA
## 1886     Attchd        2002          Fin          2        523         TA
## 1887     Attchd        1997          Unf          2        511         TA
## 1888     Attchd        2007          RFn          3        810         TA
## 1889    BuiltIn        2007          Fin          2        440         TA
## 1890     2Types        1968          Fin          1        544         TA
## 1891    Basment        2005          Fin          2        525         TA
## 1892     Detchd        1959          Unf          1        320         TA
## 1893     Attchd        1950          RFn          1        195         TA
## 1894       None           0         None          0          0       None
## 1895     Attchd        1956          Unf          1        313         TA
## 1896     Detchd        1940          Unf          1        256         TA
## 1897    Basment        1938          Unf          1        250         TA
## 1898     Detchd        1926          Unf          1        180         Fa
## 1899     Detchd        1916          Unf          2        440         TA
## 1900     Detchd        1918          Unf          1        215         Fa
## 1901     Detchd        1961          Unf          2        440         TA
## 1902     Attchd        1960          Unf          1        307         TA
## 1903     Detchd        1940          Unf          2        400         TA
## 1904     Attchd        1954          Unf          1        390         TA
## 1905     Attchd        1960          Fin          2        463         TA
## 1906     Attchd        1949          Unf          1        295         TA
## 1907    Basment        1954          Unf          2        576         TA
## 1908     Detchd        1980          Unf          2        452         TA
## 1909     Attchd        1980          Fin          2        462         TA
## 1910     Attchd        1980          Fin          2        462         TA
## 1911    BuiltIn        1986          Fin          2        501         TA
## 1912     Attchd        1971          Fin          2        551         TA
## 1913     Detchd        1998          Unf          2        576         TA
## 1914     Detchd        1940          Unf          1        200         TA
## 1915     Attchd        2007          Fin          2        482         TA
## 1917    BuiltIn        2000          Fin          3        642         TA
## 1918     Attchd        1977          Unf          1        351         TA
## 1919     Attchd        1977          RFn          2        541         TA
## 1920     Detchd        1991          Unf          2        672         TA
## 1921     Attchd        2008          Fin          3        780         TA
## 1922     Attchd        2008          Fin          3        885         TA
## 1923    BuiltIn        1980          Fin          2        440         TA
## 1924     Attchd        1987          Fin          2        578         TA
## 1925     Attchd        2003          Fin          2        486         TA
## 1926     Attchd        2007          Fin          3        920         TA
## 1927     Attchd        1968          Unf          1        384         TA
## 1928     Attchd        1969          Unf          2        504         TA
## 1929     Detchd        1998          Unf          1        336         TA
## 1930     Attchd        1993          Fin          1        429         TA
## 1931     Detchd        1998          Unf          2        698         TA
## 1932     Detchd        2001          Unf          2        440         TA
## 1933     Attchd        1969          RFn          2        898         TA
## 1934     Attchd        1997          Fin          2        470         TA
## 1935    BuiltIn        1995          Fin          2        420         TA
## 1936     Attchd        1998          Fin          2        472         TA
## 1937     Attchd        1996          Fin          2        386         TA
## 1938     Attchd        1996          Unf          2        404         TA
## 1939     Attchd        1997          Fin          2        528         TA
## 1940     Attchd        1992          RFn          2        506         TA
## 1941     Attchd        1998          Fin          2        460         TA
## 1942     Attchd        1991          Fin          2        416         TA
## 1943     Attchd        1989          RFn          2        462         TA
## 1944    BuiltIn        2005          Fin          3        683         TA
## 1945     Attchd        2004          Fin          3        670         TA
## 1947     Attchd        2007          RFn          2        557         TA
## 1948     Attchd        1950          RFn          2        738         TA
## 1949     Attchd        1988          RFn          2        528         TA
## 1950     Attchd        1983          Unf          2        598         TA
## 1951     Attchd        1978          Fin          2        550         TA
## 1952     Attchd        1979          Fin          2        551         TA
## 1953     Attchd        1976          Fin          2        461         TA
## 1954     Attchd        1980          Unf          2        489         TA
## 1955     Detchd        1969          Unf          2        484         TA
## 1956     Attchd        1978          Fin          4       1314         TA
## 1957     Attchd        1976          Unf          2        473         TA
## 1958     Attchd        1996          RFn          3        787         TA
## 1959     Detchd        1982          Unf          2        480         TA
## 1960     Attchd        1969          Unf          1        288         TA
## 1961     Detchd        1977          Unf          2        576         TA
## 1962     Detchd        1973          Unf          1        264         TA
## 1963     Detchd        1975          Unf          1        352         TA
## 1964     Detchd        1972          Unf          1        264         TA
## 1965     Attchd        1975          RFn          2        460         TA
## 1966     Attchd        1977          Unf          2        440         TA
## 1967     Attchd        2007          Fin          3        905         TA
## 1968     Attchd        2007          Fin          3        650         TA
## 1969     Attchd        2007          Fin          3        706         TA
## 1970    BuiltIn        2006          Fin          3        850         TA
## 1971    BuiltIn        2005          Fin          4       1150         TA
## 1972    BuiltIn        2005          Fin          3       1003         TA
## 1973    BuiltIn        2007          Fin          3        656         TA
## 1974    BuiltIn        2004          Fin          3        756         TA
## 1975     Attchd        2003          Fin          3        789         TA
## 1976     Attchd        2003          Fin          3        732         TA
## 1977     Attchd        2001          Fin          3        746         TA
## 1978    BuiltIn        2003          Fin          3        795         TA
## 1979     Attchd        2008          Fin          3        870         TA
## 1980     Attchd        2005          RFn          2        484         TA
## 1981     Attchd        2008          RFn          3        944         TA
## 1982     Attchd        2007          Fin          2        550         TA
## 1983     Attchd        2007          RFn          2        550         TA
## 1984    BuiltIn        2003          RFn          2        474         TA
## 1985     Attchd        2003          Fin          3        644         TA
## 1986     Attchd        2004          RFn          3        668         TA
## 1987     Attchd        2007          Fin          2        428         TA
## 1988     Attchd        2004          Fin          2        393         TA
## 1989    BuiltIn        2002          Fin          2        400         TA
## 1990    BuiltIn        2003          Fin          2        434         TA
## 1991     Attchd        2008          RFn          2        484         TA
## 1992     Attchd        2000          RFn          2        431         TA
## 1993     Attchd        2002          Fin          2        403         TA
## 1994    BuiltIn        1999          Fin          2        400         TA
## 1995    BuiltIn        1999          Fin          2        450         TA
## 1996     Attchd        1997          Fin          2        516         TA
## 1997    BuiltIn        2000          RFn          3        687         TA
## 1998     Attchd        1998          Fin          3        938         TA
## 1999     Attchd        1996          RFn          2        576         TA
## 2000     Attchd        1995          RFn          3        751         TA
## 2001     Attchd        1993          Fin          3        783         TA
## 2002     Attchd        2006          Unf          3        642         TA
## 2003    BuiltIn        2007          RFn          3        851         TA
## 2004     Attchd        2007          Fin          3        880         TA
## 2005     Attchd        2006          Fin          2        480         TA
## 2006     Attchd        2008          RFn          2        588         TA
## 2007     Attchd        2007          Fin          3        660         TA
## 2008     Attchd        2008          Fin          2        462         TA
## 2009     Attchd        2003          RFn          2        542         TA
## 2010     Attchd        2003          RFn          2        478         TA
## 2011       None           0         None          0          0       None
## 2012     Attchd        2007          Fin          2        483         TA
## 2013     Attchd        1995          RFn          2        525         TA
## 2014     Attchd        1993          RFn          2        474         TA
## 2015     Attchd        1994          RFn          2        483         TA
## 2016     Attchd        2001          RFn          2        627         TA
## 2017     Attchd        1992          Fin          2        506         TA
## 2018     Attchd        1963          RFn          1        384         TA
## 2019     Detchd        1962          Unf          1        420         TA
## 2020     Detchd        1970          Unf          1        308         TA
## 2021     Attchd        1963          Unf          1        276         TA
## 2022     Attchd        1974          Unf          2        484         TA
## 2023     Detchd        1972          Unf          2        490         TA
## 2024     Attchd        1990          RFn          2        473         TA
## 2025     Attchd        1993          Fin          2        636         TA
## 2026     Attchd        2004          RFn          2        495         TA
## 2027     Detchd        2005          RFn          2        480         TA
## 2028     Detchd        2007          Unf          2        540         TA
## 2029     Detchd        1999          Unf          2        440         TA
## 2030     Attchd        2000          Fin          2        495         TA
## 2031     Attchd        2001          RFn          2        545         TA
## 2032     Attchd        2001          Fin          2        588         TA
## 2033     Attchd        1999          RFn          2        484         TA
## 2034     Detchd        1999          Unf          2        462         TA
## 2035     Attchd        2001          Fin          2        546         TA
## 2036     Detchd        1999          Unf          2        480         TA
## 2037     Detchd        2000          Unf          2        480         TA
## 2038     Attchd        1998          Fin          2        846         TA
## 2039     Attchd        1995          Fin          2        477         TA
## 2040     Attchd        1977          RFn          3        864         TA
## 2041     Attchd        1976          RFn          2        550         TA
## 2042     Attchd        2002          RFn          2        469         TA
## 2043     Attchd        1969          RFn          2        516         TA
## 2044     Attchd        1968          RFn          2        512         TA
## 2045     Attchd        1967          Unf          2        578         TA
## 2046     Detchd        1965          Unf          2        484         TA
## 2047     Attchd        1968          Unf          2        470         TA
## 2048     Detchd        1978          Unf          2        576         TA
## 2049     Detchd        1987          Unf          2        576         TA
## 2050     Attchd        1971          Fin          2        464         TA
## 2051     Attchd        1956          RFn          1        267         TA
## 2052     Attchd        1961          RFn          2        451         TA
## 2053     Attchd        1960          RFn          1        264         TA
## 2054    Basment        1937          Unf          1        231         Fa
## 2055     Attchd        1960          RFn          2        450         TA
## 2056     Attchd        1950          RFn          1        264         TA
## 2057     Attchd        1953          RFn          1        312         TA
## 2058     Attchd        1966          RFn          2        480         TA
## 2059     Attchd        1957          RFn          1        292         TA
## 2060     Attchd        1959          RFn          1        480         TA
## 2061     Attchd        1958          RFn          2        441         TA
## 2062     Attchd        1956          RFn          1        384         TA
## 2063     Attchd        1952          Unf          1        240         TA
## 2064     Detchd        1971          Unf          2        636         TA
## 2065     Detchd        1953          Unf          2        400         TA
## 2066     Attchd        1957          Fin          2        540         TA
## 2067     Attchd        1957          Fin          1        301         TA
## 2068     Detchd        1958          Unf          2        484         TA
## 2069     Detchd        1948          Unf          1        390         Fa
## 2070     Detchd        1932          Unf          1        288         Fa
## 2071     Detchd        1997          Unf          1        308         TA
## 2072     Detchd        1968          Unf          4       1488         Fa
## 2073     Attchd        1990          Fin          2        372         TA
## 2074     Attchd        1958          RFn          2        495         TA
## 2075    CarPort        1960          Unf          1        401         TA
## 2076     Detchd        1972          Unf          2        576         TA
## 2077     Attchd        1959          RFn          1        311         TA
## 2078     Attchd        1962          Unf          1        299         TA
## 2079     Detchd        1994          Unf          2        576         TA
## 2080     Detchd        1954          Unf          1        280         TA
## 2081     Attchd        1954          Unf          1        240         TA
## 2082       None           0         None          0          0       None
## 2083     Detchd        1955          Unf          2        480         TA
## 2084     Attchd        1954          Unf          1        350         TA
## 2085     Attchd        1963          Unf          1        264         TA
## 2086     Detchd        2008          Unf          1        308         TA
## 2087     Detchd        1948          Unf          2        400         TA
## 2088     Attchd        1910          Unf          1        330         Fa
## 2089     Detchd        1950          Unf          1        256         TA
## 2090     Detchd        1915          Unf          1        308         Fa
## 2091       None           0         None          0          0       None
## 2092     Detchd        1958          Unf          2        440         TA
## 2093     Detchd        1920          Unf          1        225         Fa
## 2094       None           0         None          0          0       None
## 2095     Detchd        1940          Unf          2        828         TA
## 2096     Detchd        1930          Unf          1        200         Fa
## 2097       None           0         None          0          0       None
## 2098     Detchd        1959          Unf          3        869         TA
## 2099     Detchd        1949          Unf          1        297         Fa
## 2100       None           0         None          0          0       None
## 2101     Detchd        1950          Unf          2        420         Fa
## 2102     Detchd        1935          Unf          1        288         TA
## 2103     Detchd        1961          Unf          1        308         TA
## 2104     2Types        1930          Unf          2        393         TA
## 2105       None           0         None          0          0       None
## 2106     Detchd        1920          Unf          2        400         Fa
## 2107     Detchd        1950          Unf          2        342         TA
## 2108     Detchd        1959          Unf          1        308         TA
## 2109     Detchd        1959          Unf          1        308         TA
## 2110     Detchd        1992          Unf          1        288         TA
## 2111     Attchd        1945          Unf          1        252         TA
## 2112     Detchd        1950          Unf          1        240         TA
## 2113     Detchd        1941          Unf          1        240         TA
## 2114     Detchd        1926          Unf          1        200         Fa
## 2115     Detchd        1940          Unf          1        240         TA
## 2116     Detchd        1924          Unf          2        370         TA
## 2117     Detchd        2004          Unf          1        672         TA
## 2118     Detchd        1939          Unf          1        240         TA
## 2119     Detchd        1926          Unf          1        160         Fa
## 2120    BuiltIn        1920          RFn          1        355         Fa
## 2122     Detchd        1990          Unf          1        336         TA
## 2123     Attchd        1925          Unf          1        164         TA
## 2124     Detchd        1939          Unf          2        400         TA
## 2125     Detchd        1960          Unf          2        576         TA
## 2126     Detchd        1970          Unf          2        672         TA
## 2127     Detchd           0         None          1        360       None
## 2128     Detchd        1910          Unf          1        228         Fa
## 2129     Detchd        1930          Unf          2        440         TA
## 2130     Detchd        1952          Unf          1        308         TA
## 2131     Detchd        1938          Unf          2        400         TA
## 2132     Detchd        1950          Unf          2        400         Fa
## 2133     Detchd        1993          Unf          2        320         TA
## 2134     Detchd        1985          Unf          1        384         TA
## 2135     Detchd        1997          Unf          2        576         TA
## 2136       None           0         None          0          0       None
## 2137     Detchd        1947          Unf          1        240         TA
## 2138     Detchd        1996          Unf          2        440         TA
## 2139     Attchd        1978          Unf          2        484         TA
## 2140     Attchd        1967          RFn          1        294         TA
## 2141    Basment        1978          Fin          2        504         TA
## 2142     Attchd        1967          RFn          1        270         TA
## 2143     Attchd        1984          Unf          2        506         TA
## 2144    CarPort        1920          Unf          2        400         TA
## 2145     Attchd        1963          Fin          1        300         TA
## 2146     Attchd        1956          Unf          2        621         TA
## 2147    Basment        1960          Unf          2        626         TA
## 2148     2Types        1973          Unf          3        627         TA
## 2149     2Types        1979          Unf          3        912         TA
## 2150     Attchd        1979          Fin          2        478         TA
## 2151     Attchd        1948          Unf          1        249         TA
## 2153     Attchd        1956          Unf          1        322         TA
## 2154       None           0         None          0          0       None
## 2155     Detchd        1962          Unf          1        280         TA
## 2156    BuiltIn        1995          Fin          2        614         TA
## 2157     Attchd        1994          RFn          2        534         TA
## 2158     Attchd        1993          RFn          2        453         TA
## 2159     Attchd        1996          Fin          2        472         TA
## 2160    BuiltIn        2007          Fin          2        484         TA
## 2161     Attchd        2007          RFn          3        864         TA
## 2162     Attchd        2008          RFn          3       1348         Gd
## 2163     Attchd        2008          Fin          3        874         TA
## 2164     Attchd        1995          Fin          3        811         TA
## 2165     Attchd        1966          Unf          2        438         TA
## 2166     Detchd        1997          Unf          2        528         TA
## 2167     Attchd        1997          RFn          2        558         TA
## 2168     Attchd        1997          RFn          2        600         TA
## 2169     Attchd        2000          RFn          2        532         TA
## 2170     Attchd        2000          RFn          2        626         TA
## 2171     Attchd        1978          Unf          2        528         TA
## 2172     Detchd        1985          Unf          2        576         TA
## 2173     Attchd        1975          Fin          2        440         TA
## 2174     Attchd        2001          RFn          2        570         TA
## 2175    BuiltIn        2001          Fin          3        725         TA
## 2176     Attchd        2002          RFn          3        715         TA
## 2177    BuiltIn        2003          RFn          2        596         TA
## 2178     Attchd        1999          Unf          2        560         TA
## 2179     Attchd        2004          RFn          2        420         TA
## 2180     Attchd        1998          Unf          3        721         TA
## 2181     Attchd        2004          Unf          2        470         TA
## 2182     Attchd        2007          RFn          3        814         TA
## 2183     Attchd        2007          RFn          2        610         TA
## 2184     Attchd        1966          Unf          1        264         TA
## 2185    BuiltIn        1976          RFn          2        504         Fa
## 2186     Detchd        1991          Unf          2        480         TA
## 2187     Attchd        1977          RFn          2        542         TA
## 2188     Attchd        1976          Fin          2        440         TA
## 2190       None           0         None          0          0       None
## 2191       None           0         None          0          0       None
## 2192       None           0         None          0          0       None
## 2193       None           0         None          0          0       None
## 2194       None           0         None          0          0       None
## 2195     Attchd        1953          RFn          1        286         TA
## 2196    Basment        1954          Unf          1        312         TA
## 2197     Detchd        1923          Unf          1        205         TA
## 2198     Attchd        1921          Unf          1        312         TA
## 2199     Detchd        1930          Unf          2        480         TA
## 2200     Detchd        2001          Unf          1        369         TA
## 2201     Detchd        1994          Unf          2        400         TA
## 2202     Detchd        1925          Unf          1        180         TA
## 2203     Attchd        1980          Unf          2        599         TA
## 2204     Detchd        1937          Unf          1        240         TA
## 2205     Detchd        1938          Unf          1        225         TA
## 2206     Attchd        1951          Fin          1        344         TA
## 2207     Detchd        1935          Fin          2        786         Fa
## 2208     Attchd        1994          Fin          2        506         TA
## 2209     Attchd        1956          Unf          2        484         TA
## 2210     Detchd        1980          Unf          2        462         TA
## 2211     Detchd        1926          Unf          1        195         TA
## 2212     Detchd        1940          Unf          1        240         TA
## 2213       None           0         None          0          0       None
## 2214     Attchd        1967          Unf          1        288         TA
## 2215     Detchd        1934          RFn          1        360         TA
## 2216     Attchd        1958          Fin          1        356         TA
## 2218     Detchd        1895          Unf          1        185         Fa
## 2219     Detchd        1910          Unf          1        195         Po
## 2220     Detchd        1920          Unf          1        216         Fa
## 2221     Attchd        2007          Fin          2        525         TA
## 2222     Attchd        2004          Fin          2        482         TA
## 2223     Attchd        1996          Fin          3        786         TA
## 2224     Attchd        1996          Unf          3        816         TA
## 2225     Attchd        1976          Unf          2        484         TA
## 2226     Attchd        1991          Unf          2        432         TA
## 2227     Attchd        1986          Fin          2        512         TA
## 2228     Attchd        2007          Fin          3        788         TA
## 2229     Attchd        2007          Fin          2        612         TA
## 2230    BuiltIn        2007          Fin          2        400         TA
## 2231     Attchd        2008          Fin          3        666         TA
## 2232     Attchd        1989          Unf          2        438         TA
## 2233     Attchd        1986          Unf          2        578         TA
## 2234     Attchd        2003          Fin          2        467         TA
## 2235     Attchd        1999          RFn          2        435         TA
## 2236     Attchd        2007          Fin          2        520         TA
## 2237     Attchd        2005          Fin          3        892         TA
## 2238     Attchd        1997          Fin          4        784         TA
## 2239       None           0         None          0          0       None
## 2240     Attchd        1997          RFn          2        392         TA
## 2241     2Types        1964          Fin          3        850         TA
## 2242     Attchd        1975          Unf          2        499         TA
## 2243     Attchd        1976          Unf          1        336         TA
## 2244    BuiltIn        1973          RFn          1        297         TA
## 2245    BuiltIn        1973          RFn          1        297         TA
## 2246     Attchd        1968          Unf          1        257         TA
## 2247       None           0         None          0          0       None
## 2248     Attchd        1983          Unf          1        264         TA
## 2249     Attchd        1982          Unf          1        264         TA
## 2250     Attchd        1984          Unf          2        484         TA
## 2252     Attchd        1971          Unf          2        525         TA
## 2253    BuiltIn        1997          Fin          2        390         TA
## 2254    BuiltIn        1994          Fin          2        398         TA
## 2255     Attchd        2000          Fin          2        451         TA
## 2256     Attchd        1996          Fin          2        420         TA
## 2257     Attchd        1999          Fin          2        482         TA
## 2258     Attchd        1992          RFn          2        420         TA
## 2259     Attchd        1993          RFn          2        392         TA
## 2260     Attchd        1964          Unf          2        480         TA
## 2261     Attchd        1988          RFn          2        480         TA
## 2262     Attchd        1990          RFn          2        484         TA
## 2263    BuiltIn        2005          Fin          3        729         TA
## 2264     Attchd        2005          Fin          3       1110         Gd
## 2265     2Types        1969          Unf          3        828         TA
## 2266     Attchd        2006          Fin          2        556         TA
## 2267     Attchd        2006          RFn          2        724         TA
## 2268     Attchd        2007          Fin          3        724         TA
## 2269     Attchd        1984          Unf          2        480         TA
## 2270     Attchd        1981          RFn          2        484         TA
## 2271     Attchd        1978          Fin          2        663         TA
## 2272     Attchd        1979          Fin          2        481         TA
## 2273     Attchd        1984          Fin          2        495         TA
## 2274     Attchd        1979          RFn          2        478         TA
## 2275     Attchd        1971          Unf          2        944         TA
## 2276     Attchd        1976          Fin          2        585         TA
## 2277     Attchd        1974          Unf          2        488         TA
## 2278     Detchd        1988          Unf          2        576         TA
## 2279     Attchd        1970          RFn          1        368         TA
## 2280    Basment        1961          Unf          1        270         Fa
## 2281     Attchd        2001          Fin          2        511         TA
## 2282     Attchd        1997          Fin          2        522         TA
## 2283     Detchd        1973          Unf          1        264         TA
## 2284     Detchd        1973          Unf          1        264         TA
## 2285     Attchd        1978          Unf          1        319         TA
## 2286     Detchd        1974          Unf          1        360         TA
## 2287     Attchd        2007          Fin          3        730         TA
## 2288     Attchd        2006          RFn          3        856         TA
## 2289     Attchd        2007          Fin          3        938         TA
## 2290     Attchd        2007          RFn          3       1040         TA
## 2291    BuiltIn        2006          Fin          3        670         TA
## 2292     Attchd        2005          Fin          3        878         TA
## 2293     Attchd        2007          Fin          3        932         TA
## 2294    BuiltIn        2005          Fin          3        814         TA
## 2295     Attchd        2007          Fin          3       1174         TA
## 2296     Detchd        2007          Unf          2        728         TA
## 2297    BuiltIn        2007          Fin          3        786         TA
## 2298     Attchd        2006          Fin          3        843         TA
## 2299    BuiltIn        2004          RFn          3        916         TA
## 2300     Attchd        2003          Fin          3        818         TA
## 2301     Attchd        2007          Fin          3        774         TA
## 2302     Attchd        2005          RFn          3        878         TA
## 2303     Attchd        2005          RFn          2        554         TA
## 2304    BuiltIn        2006          RFn          3        876         TA
## 2305     Attchd        2005          RFn          2        631         TA
## 2306     Attchd        2005          RFn          2        631         TA
## 2307     Attchd        2005          RFn          2        460         TA
## 2308     Attchd        2006          RFn          2        627         TA
## 2309     Attchd        2005          RFn          2        564         TA
## 2310     Attchd        2006          Fin          2        550         TA
## 2311     Attchd        2003          RFn          2        478         TA
## 2312     Attchd        2007          Unf          2        572         TA
## 2313     Attchd        2005          Fin          2        400         TA
## 2314    BuiltIn        2007          Fin          2        454         TA
## 2315     Attchd        2006          RFn          2        440         TA
## 2316    BuiltIn        2007          Unf          3        350         TA
## 2317     Attchd        2005          Fin          2        388         TA
## 2318     Attchd        2007          Fin          2        440         TA
## 2319     Attchd        2007          Fin          2        400         TA
## 2320     Attchd        2007          RFn          2        462         TA
## 2321     Attchd        2003          Fin          3        630         TA
## 2322     Attchd        2007          Fin          2        388         TA
## 2323     Attchd        2004          Fin          2        437         TA
## 2324    BuiltIn        2004          Fin          2        400         TA
## 2325     Attchd        2006          RFn          2        534         TA
## 2326    BuiltIn        2003          Fin          2        400         TA
## 2327    BuiltIn        2003          Fin          2        434         TA
## 2328    BuiltIn        2002          Fin          2        435         TA
## 2329     Attchd        2000          RFn          2        442         TA
## 2330     Attchd        1999          RFn          2        460         TA
## 2331     Attchd        1998          Fin          3        925         TA
## 2332     Attchd        1998          Fin          3        806         TA
## 2333     Attchd        1998          Fin          3        758         TA
## 2334    BuiltIn        1998          Fin          3        600         TA
## 2335     Attchd        1992          RFn          2        517         TA
## 2336     Attchd        1996          RFn          3        933         TA
## 2337     Attchd        2007          Unf          2        605         TA
## 2338     Attchd        2007          Unf          3        852         TA
## 2339     Attchd        2006          Fin          2        484         TA
## 2340     Attchd        2007          Fin          3       1092         TA
## 2341     Attchd        2007          Unf          2        480         TA
## 2342     Attchd        2005          RFn          2        484         TA
## 2343     Attchd        2005          RFn          2        672         TA
## 2344     Attchd        2006          RFn          3        574         TA
## 2345    BuiltIn        2006          RFn          3        859         TA
## 2346     Attchd        2007          RFn          2        598         TA
## 2347     Attchd        2007          RFn          2        575         TA
## 2348     Attchd        2007          Fin          2        590         TA
## 2349     Attchd        2007          Unf          2        561         TA
## 2350     Attchd        2007          Fin          3        880         TA
## 2351     Attchd        2007          Fin          2        594         TA
## 2352     Attchd        2006          Fin          3        658         TA
## 2353    BuiltIn        2004          RFn          3        744         TA
## 2354       None           0         None          0          0       None
## 2355       None           0         None          0          0       None
## 2356     Detchd        2004          Unf          2        576         TA
## 2357     Attchd        2006          RFn          2        566         TA
## 2358     Attchd        1993          RFn          2        492         TA
## 2359     Attchd        1980          RFn          1        283         TA
## 2360     Detchd        1979          Unf          1        308         TA
## 2361     Detchd        1991          Fin          2        686         TA
## 2362     Attchd        1990          RFn          2        564         TA
## 2363     Attchd        1974          RFn          2        431         TA
## 2364     Attchd        1973          RFn          2        542         TA
## 2365     Attchd        2004          Fin          2        540         TA
## 2366     Attchd        2006          Fin          2        484         TA
## 2367     Attchd        2006          Fin          2        476         TA
## 2368     Attchd        2006          RFn          2        466         TA
## 2369     Attchd        2007          Fin          2        528         TA
## 2370     Detchd        1999          Unf          2        440         TA
## 2371     Detchd        2000          Unf          2        440         TA
## 2372     Detchd        1999          Unf          2        625         TA
## 2373     Detchd        2003          Unf          2        552         TA
## 2374     Attchd        1998          RFn          2       1105         Gd
## 2375     Attchd        1994          Fin          2        478         TA
## 2376     Attchd        1980          RFn          2        546         Gd
## 2377     Attchd        1981          RFn          2        676         TA
## 2378     Attchd        1968          RFn          2        412         TA
## 2379     Attchd        1970          RFn          2        570         TA
## 2380     Attchd        1969          Unf          2        480         TA
## 2381     Attchd        1968          Fin          2        528         TA
## 2382     Attchd        1972          RFn          2        515         TA
## 2383     Attchd        1993          RFn          2        472         TA
## 2384     Attchd        1993          Unf          2        473         TA
## 2385     Attchd        1966          RFn          2        484         TA
## 2386     Attchd        1963          Fin          1        311         TA
## 2387     Attchd        1967          RFn          1        308         TA
## 2388    CarPort        1964          Unf          3        530         TA
## 2389     Detchd        1966          Unf          2        396         TA
## 2390     Attchd        1961          RFn          2        440         TA
## 2391     Detchd        1985          Fin          2        784         TA
## 2392     Detchd        1965          Unf          1        312         TA
## 2393     Attchd        1966          RFn          2        440         TA
## 2394     Attchd        1965          RFn          2        440         TA
## 2395     Attchd        1964          RFn          2        539         TA
## 2396     Attchd        1964          RFn          1        286         TA
## 2397     Attchd        1959          RFn          2        510         TA
## 2398     Attchd        1975          Unf          2        512         TA
## 2399       None           0         None          0          0       None
## 2400       None           0         None          0          0       None
## 2401     Detchd        1963          Unf          1        308         TA
## 2402     Attchd        1955          Fin          1        288         TA
## 2403     Detchd        1968          Unf          3        792         TA
## 2404    Basment        1966          Fin          2        432         TA
## 2405     Attchd        1961          RFn          2        525         TA
## 2406     Attchd        1957          RFn          1        315         TA
## 2407     Detchd        1964          Unf          1        308         TA
## 2408     2Types        1994          RFn          2        692         TA
## 2409     Attchd        1960          RFn          1        336         TA
## 2410     Attchd        1957          Unf          2        464         TA
## 2411     Attchd        1957          Unf          1        308         TA
## 2412     Attchd        1955          RFn          1        310         TA
## 2413     Attchd        1955          RFn          1        336         TA
## 2414     Detchd        1962          Unf          1        336         TA
## 2415     Detchd        1958          Unf          2        484         TA
## 2416     Detchd        1952          Unf          2        410         TA
## 2417     Attchd        1953          Fin          1        293         TA
## 2418     Detchd        1956          Unf          1        252         TA
## 2419     Detchd        2002          Unf          1        352         TA
## 2420     Attchd        1955          Unf          1        390         TA
## 2421     Attchd        1953          Fin          1        280         TA
## 2422     Detchd        1952          Unf          1        420         TA
## 2423       None           0         None          0          0       None
## 2424     Attchd        1953          Unf          1        371         TA
## 2425    BuiltIn        2007          Unf          3       1200         TA
## 2426     Detchd        1978          Unf          2        580         TA
## 2427       None           0         None          0          0       None
## 2428    BuiltIn        1963          Unf          1        276         TA
## 2429     Attchd        1961          Unf          1        240         TA
## 2430     Attchd        1968          Unf          1        288         TA
## 2431     Attchd        1950          Unf          1        357         TA
## 2432     Attchd        1959          RFn          1        286         TA
## 2433     Attchd        1958          RFn          1        338         TA
## 2434     Attchd        1960          RFn          1        324         TA
## 2435     Attchd        1965          Unf          1        351         TA
## 2436     Attchd        1961          Fin          1        300         TA
## 2437     Detchd        1962          Unf          1        294         TA
## 2438     Attchd        1962          RFn          1        288         TA
## 2439     Detchd        1981          RFn          2        576         TA
## 2440     Detchd        1980          Unf          2        576         TA
## 2441     Detchd        1922          Unf          1        184         TA
## 2442     Detchd        1920          Unf          1        180         Fa
## 2443     Detchd        1940          Unf          2        379         TA
## 2444     Detchd        2000          Unf          2        576         TA
## 2445     Detchd        1930          Unf          1        252         Fa
## 2446     Detchd        1935          Unf          2        342         TA
## 2447     Detchd        1992          Unf          2        816         TA
## 2448     Detchd        1927          Unf          1        374         TA
## 2449     Detchd        1920          Unf          2        480         Fa
## 2450     Detchd        1979          Unf          2        468         TA
## 2451     Detchd        2004          Unf          1        336         TA
## 2452     Attchd        1950          Unf          2        576         TA
## 2453     Attchd        1956          Unf          1        331         Fa
## 2454     Attchd        1957          RFn          1        384         TA
## 2455     Detchd        1969          Unf          1        308         Fa
## 2456     Detchd        1950          Unf          1        308         TA
## 2457     Detchd        1939          Unf          1        224         Fa
## 2458     Attchd        1939          Unf          1        217         TA
## 2459     Detchd        1939          Unf          1        240         TA
## 2460     Detchd        1968          Unf          2        528         TA
## 2461     Detchd        1939          Unf          1        280         TA
## 2462     Detchd        1930          Unf          1        230         Fa
## 2463     Detchd        1926          Unf          2        379         TA
## 2464     Detchd        1950          Unf          1        408         TA
## 2465     Detchd        1977          Unf          2        576         TA
## 2466     Detchd        1965          Unf          2        576         TA
## 2467     Attchd        1979          Unf          2        456         TA
## 2468     Detchd        1920          Unf          1        240         TA
## 2469     Detchd        1920          Unf          1        216         TA
## 2470     Attchd        1963          Unf          2        658         TA
## 2471     Detchd        1950          Fin          1        299         TA
## 2472     Detchd        2006          Unf          2        720         TA
## 2473     Detchd        1958          RFn          2        436         TA
## 2475     Attchd        1937          Fin          2        498         TA
## 2476     Detchd        1942          Unf          1        240         TA
## 2477     Detchd        1963          Unf          1        308         TA
## 2478     Detchd        1964          Unf          2        572         TA
## 2479     Detchd        1964          Unf          2        440         TA
## 2480     Detchd        1970          Unf          2        528         TA
## 2481     Attchd        1966          RFn          1        264         TA
## 2482     Detchd        1989          Unf          2        576         TA
## 2483     Attchd        1968          RFn          1        264         TA
## 2484     Detchd        1972          Unf          2        528         TA
## 2485     Detchd        1966          Unf          1        315         TA
## 2486     Attchd        1956          Unf          1        323         TA
## 2487     Attchd        1946          Unf          2        638         TA
## 2488     Attchd        1940          Unf          1        224         TA
## 2489     Attchd        1954          Unf          2        494         TA
## 2491     2Types        1952          Unf          2        460         Fa
## 2492     Attchd        1984          Fin          2        552         TA
## 2493     Detchd        1996          Unf          2        576         TA
## 2494     Detchd        1953          Unf          2        649         TA
## 2495     Attchd        1946          Unf          1        336         TA
## 2496     Attchd        1954          Fin          2        527         TA
## 2497     Attchd        1954          Unf          1        332         TA
## 2498     Attchd        1958          Unf          1        399         TA
## 2499     Detchd        1958          Unf          1        308         TA
## 2500     Attchd        1984          RFn          1        264         TA
## 2501     Detchd        1951          Unf          1        256         TA
## 2502     Attchd        1951          Unf          1        253         TA
## 2503     Detchd        1920          Unf          1        280         Fa
## 2504     Attchd        1984          Unf          2        515         TA
## 2505     Attchd        1994          RFn          2        499         TA
## 2506     Attchd        2007          Fin          3        870         TA
## 2507     Attchd        2006          Fin          3        894         TA
## 2508     Attchd        2007          RFn          3        870         TA
## 2509     Attchd        2005          RFn          3        796         TA
## 2510     Attchd        2005          RFn          2        674         TA
## 2511     Attchd        2005          RFn          2        524         TA
## 2512     Attchd        2005          RFn          2        578         TA
## 2513     Attchd        1988          RFn          2        619         TA
## 2514     Attchd        1976          Fin          2        529         TA
## 2515     Detchd        1995          Unf          2        747         TA
## 2516     Attchd        1997          RFn          2        497         TA
## 2517     Detchd        1995          Unf          1        384         TA
## 2518     Attchd        1996          Unf          1        242         TA
## 2519     Attchd        1999          RFn          2        597         TA
## 2520     Attchd        1998          RFn          2        534         TA
## 2521     Attchd        2001          RFn          2        517         TA
## 2522     Attchd        2000          Fin          2        486         TA
## 2523     Attchd        1974          Unf          2        440         TA
## 2524     Detchd        1979          Unf          2        370         TA
## 2525     Detchd        1977          Unf          2        576         TA
## 2526     Detchd        1977          Unf          2        748         TA
## 2527     Attchd        1977          RFn          1        308         TA
## 2528     Attchd        1975          Unf          2        440         TA
## 2529     Detchd        1977          Fin          2        576         Gd
## 2530     Detchd        1975          Unf          2        728         TA
## 2531     Attchd        2000          RFn          2        583         TA
## 2532     Attchd        2003          RFn          2        610         TA
## 2533     Attchd        2002          Fin          2        542         TA
## 2534     Attchd        1994          Fin          2        484         TA
## 2535     Attchd        2001          Fin          2        560         TA
## 2536     Attchd        1996          RFn          2        608         TA
## 2537     Attchd        1999          RFn          2        482         TA
## 2538     Attchd        2007          RFn          2        552         TA
## 2539     Attchd        2005          RFn          2        578         TA
## 2540     Attchd        2006          Fin          2        437         TA
## 2541     Attchd        2006          RFn          2        484         TA
## 2542     Attchd        2005          Fin          2        400         TA
## 2543     Attchd        1967          Unf          1        384         TA
## 2544     Detchd        2002          Unf          2        520         TA
## 2545     Detchd        1975          Unf          2        576         TA
## 2546     Attchd        1960          Fin          2        622         TA
## 2547     Detchd        1976          Unf          2        528         TA
## 2548     Attchd        1979          Fin          2        579         TA
## 2549    BuiltIn        2005          Fin          2        489         TA
## 2550     Attchd        2008          Fin          3       1154         TA
## 2551    Basment        2005          Fin          2        525         TA
## 2552     Detchd        1959          Unf          1        392         TA
## 2553       None           0         None          0          0       None
## 2554       None           0         None          0          0       None
## 2555     Detchd        1920          Unf          1        216         TA
## 2556     Detchd        1959          Unf          1        355         TA
## 2557     Detchd        1996          Unf          2        528         TA
## 2558       None           0         None          0          0       None
## 2559     Detchd        1973          Unf          1        352         TA
## 2560     Detchd        1994          Unf          1        240         TA
## 2561     Detchd        1930          Unf          1        216         TA
## 2562     Detchd        1992          Unf          1        228         TA
## 2563     Detchd        1926          Unf          1        225         TA
## 2564     Detchd        1927          Unf          2        264         TA
## 2565     Attchd        1951          Fin          2        400         TA
## 2566     Detchd        1930          Unf          1        231         Fa
## 2567     Detchd        1966          Unf          2        528         TA
## 2568     Attchd        1960          RFn          2        580         TA
## 2569     Attchd        1968          RFn          2        552         TA
## 2570     Detchd        1980          Unf          2        462         TA
## 2571     Attchd        1996          Unf          2        628         TA
## 2572     Attchd        1988          Unf          2        509         TA
## 2573     Attchd        1971          Fin          2        625         TA
## 2574     Attchd        1986          Fin          2        691         Gd
## 2575     Detchd        1965          Fin          2        720         TA
## 2576       None           0         None          0          0       None
## 2578     Detchd        1922          Unf          1        100         Fa
## 2579     Detchd        1950          Unf          1        256         TA
## 2580       None           0         None          0          0       None
## 2581     Detchd        1985          Unf          2        720         TA
## 2582     Detchd        1930          Unf          1        216         TA
## 2583     Attchd        2006          Fin          2        495         TA
## 2584    BuiltIn        1979          RFn          2        486         TA
## 2585     Attchd        2002          Fin          3        650         TA
## 2586     Attchd        2002          RFn          2        576         TA
## 2587     Attchd        1991          Unf          2        506         TA
## 2588     Attchd        1975          Unf          1        360         TA
## 2589     Attchd        1974          Unf          2        528         TA
## 2590     Attchd        1987          Fin          2        512         TA
## 2591     Attchd        1958          RFn          2        461         TA
## 2592     Attchd        2007          Fin          2        433         TA
## 2593     Attchd        2207          RFn          2        502         TA
## 2594     Attchd        1985          Unf          2        528         TA
## 2595     Attchd        2001          Unf          2        471         TA
## 2596     Attchd        2002          Fin          3        692         TA
## 2597     Attchd        1996          Fin          2        571         TA
## 2598    BuiltIn        2003          Fin          2        452         TA
## 2599     Attchd        2006          Fin          3        932         TA
## 2600     2Types        1953          RFn          4       1041         TA
## 2601     Attchd        1996          Fin          2        460         TA
## 2602     Attchd        1972          Unf          1        253         TA
## 2603    BuiltIn        1970          Fin          1        297         TA
## 2604       None           0         None          0          0       None
## 2605     Attchd        1976          Unf          1        286         TA
## 2606     Attchd        1977          Fin          2        678         TA
## 2607     Attchd        1977          Fin          2        528         TA
## 2608     Attchd        1977          RFn          2        672         TA
## 2609     Attchd        1977          Fin          2        531         TA
## 2610       None           0         None          0          0       None
## 2611     Attchd        1961          Unf          1        444         TA
## 2612     Attchd        1976          Unf          2        502         TA
## 2613     Attchd        1983          Fin          1        264         TA
## 2614     Attchd        1984          RFn          1        288         TA
## 2615     Attchd        1954          RFn          2        452         TA
## 2616     Attchd        1956          Unf          1        313         TA
## 2617     Attchd        1957          Unf          3        963         TA
## 2618     Attchd        1957          Unf          2        550         TA
## 2619     Attchd        1969          Fin          2        506         TA
## 2620     Attchd        1997          Fin          2        400         TA
## 2621     Attchd        1995          Fin          2        423         TA
## 2622    BuiltIn        1996          Fin          2        443         TA
## 2623     Attchd        2005          Fin          2        527         TA
## 2624     Attchd        2006          Fin          3        773         TA
## 2625     Attchd        1994          Fin          2        618         TA
## 2626     Attchd        1993          Fin          2        402         TA
## 2627     Attchd        1987          RFn          2        461         TA
## 2628    BuiltIn        2005          Fin          3        670         TA
## 2629    BuiltIn        2006          Fin          3        758         TA
## 2630    BuiltIn        2006          Fin          3        675         TA
## 2631     Attchd        2006          RFn          3        736         TA
## 2632    BuiltIn        2005          Fin          3        660         TA
## 2633     Attchd        2005          Fin          2        517         TA
## 2634     Attchd        2005          Unf          3        722         TA
## 2635     Attchd        1980          RFn          2        582         TA
## 2636     Attchd        1978          RFn          2        482         TA
## 2637     Attchd        1976          RFn          2        596         TA
## 2638    BuiltIn        2005          Fin          2        541         TA
## 2639     Attchd        1975          RFn          2        485         TA
## 2640     Attchd        1974          Unf          2        462         TA
## 2641     Detchd        1995          Unf          2        576         TA
## 2642     Attchd        2002          Fin          2        543         TA
## 2643     Detchd        1973          Unf          2        440         TA
## 2644     Attchd        1973          Unf          2        440         TA
## 2645     Detchd        1973          Unf          1        264         TA
## 2646     Detchd        1972          Unf          1        264         TA
## 2647     Detchd        1972          Unf          1        264         TA
## 2648     Attchd        1975          RFn          2        440         TA
## 2649     Attchd        1974          RFn          1        300         TA
## 2650     Attchd        1976          Unf          1        319         TA
## 2651     Attchd        1976          RFn          2        460         TA
## 2652     Attchd        2006          RFn          3        831         TA
## 2653     Attchd        2004          Fin          3        880         TA
## 2654     Attchd        2006          RFn          3        874         TA
## 2655     Attchd        2005          Fin          3       1085         TA
## 2656    BuiltIn        2005          Fin          3        670         TA
## 2657     Attchd        2005          RFn          2        521         TA
## 2658     Attchd        2005          Fin          2        575         TA
## 2659    BuiltIn        2006          Fin          3        672         TA
## 2660    BuiltIn        2005          Fin          3        784         TA
## 2661     Attchd        2005          RFn          3        925         TA
## 2662     Attchd        2004          Fin          3        816         TA
## 2663    BuiltIn        2004          RFn          3        746         TA
## 2664     Attchd        2005          RFn          2        556         TA
## 2665     Attchd        2006          Fin          3        899         TA
## 2666     Attchd        2006          RFn          2        575         TA
## 2667     Attchd        2005          Fin          2        390         TA
## 2668     Attchd        2006          Fin          2        440         TA
## 2669     Attchd        2006          Fin          2        427         TA
## 2670    BuiltIn        2004          Fin          3        632         TA
## 2671     Attchd        2006          Fin          2        440         TA
## 2672     Attchd        2006          Fin          2        437         TA
## 2673     Attchd        2002          Fin          2        398         TA
## 2674     Attchd        2004          Fin          2        388         TA
## 2675     Attchd        2005          Fin          2        440         TA
## 2676     Attchd        2004          Fin          2        433         TA
## 2677     Attchd        2000          Fin          2        431         TA
## 2678     Attchd        2006          RFn          3        617         TA
## 2679     Attchd        1998          Fin          3        885         TA
## 2680    BuiltIn        2000          RFn          3        768         TA
## 2681     Attchd        2000          RFn          3        774         TA
## 2682     Attchd        1995          RFn          3        725         TA
## 2683     Attchd        1993          RFn          3        959         TA
## 2684     Attchd        1994          Fin          3        803         TA
## 2685     Attchd        1993          Fin          3        704         TA
## 2686    BuiltIn        2005          Fin          2        760         TA
## 2687     Attchd        2006          RFn          3        928         TA
## 2688     Attchd        2006          Fin          2        510         TA
## 2689     Attchd        2006          RFn          2        584         TA
## 2690     Attchd        2006          RFn          3        792         TA
##      GarageCond PavedDrive WoodDeckSF OpenPorchSF EnclosedPorch X3SsnPorch
## 1461         TA          Y   4.948760    0.000000      0.000000   0.000000
## 1462         TA          Y   5.976351    3.610918      0.000000   0.000000
## 1463         TA          Y   5.361292    3.555348      0.000000   0.000000
## 1464         TA          Y   5.888878    3.610918      0.000000   0.000000
## 1465         TA          Y   0.000000    4.418841      0.000000   0.000000
## 1466         TA          Y   5.062595    4.442651      0.000000   0.000000
## 1467         TA          Y   6.182085    3.091042      0.000000   0.000000
## 1468         TA          Y   0.000000    4.330733      0.000000   0.000000
## 1469         TA          Y   5.262690    0.000000      0.000000   0.000000
## 1470         TA          Y   5.484797    0.000000      0.000000   0.000000
## 1471         TA          Y   5.318120    4.234107      0.000000   0.000000
## 1472         TA          Y   5.620401    0.000000      0.000000   0.000000
## 1473         TA          Y   0.000000    0.000000      0.000000   0.000000
## 1474         TA          Y   5.159055    0.000000      0.000000   0.000000
## 1475         TA          Y   0.000000    3.433987      0.000000   0.000000
## 1476         TA          Y   4.976734    4.897840      0.000000   0.000000
## 1477         TA          Y   0.000000    3.583519      0.000000   0.000000
## 1478         TA          Y   5.262690    4.317488      0.000000   0.000000
## 1479         TA          Y   0.000000    4.787492      0.000000   0.000000
## 1480         TA          Y   5.398163    5.017280      0.000000   0.000000
## 1481         TA          Y   5.476464    4.875197      0.000000   0.000000
## 1482         TA          Y   4.795791    3.912023      0.000000   0.000000
## 1483         TA          Y   3.610918    3.178054      0.000000   0.000000
## 1484         TA          Y   4.615121    4.762174      0.000000   0.000000
## 1485         TA          Y   4.615121    0.000000      0.000000   0.000000
## 1486         TA          Y   4.976734    3.891820      0.000000   0.000000
## 1487         TA          Y   3.178054    5.153292      0.000000   0.000000
## 1488         TA          Y   4.976734    0.000000      0.000000   0.000000
## 1489         TA          Y   0.000000    4.919981      0.000000   0.000000
## 1490         TA          Y   0.000000    4.634729      0.000000   0.000000
## 1491         TA          Y   4.976734    4.234107      0.000000   0.000000
## 1492         TA          Y   4.804021    0.000000      4.394449   0.000000
## 1493         TA          Y   5.693732    0.000000      5.231109   0.000000
## 1494         TA          Y   3.496508    4.875197      0.000000   0.000000
## 1495         TA          Y   5.293305    3.433987      0.000000   0.000000
## 1496         TA          Y   5.129899    3.931826      0.000000   0.000000
## 1497         TA          Y   0.000000    4.718499      0.000000   0.000000
## 1498         TA          Y   0.000000    5.153292      0.000000   0.000000
## 1499         TA          Y   0.000000    5.153292      0.000000   0.000000
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## 1501         TA          Y   0.000000    3.496508      0.000000   0.000000
## 1502         TA          Y   0.000000    3.931826      0.000000   0.000000
## 1503         TA          Y   5.081404    5.262690      0.000000   5.416100
## 1504         TA          Y   5.638355    5.220356      0.000000   0.000000
## 1505         TA          Y   5.627621    4.927254      0.000000   0.000000
## 1506         TA          Y   0.000000    4.343805      0.000000   0.000000
## 1507         TA          Y   5.416100    3.496508      0.000000   0.000000
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## 1509         TA          Y   0.000000    4.369448      0.000000   0.000000
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## 1518         TA          Y   3.761200    0.000000      0.000000   0.000000
## 1519         TA          Y   5.533389    4.304065      0.000000   0.000000
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## 1522         TA          Y   0.000000    3.367296      0.000000   0.000000
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## 1549         TA          P   5.726848    0.000000      3.496508   0.000000
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## 1551         TA          Y   0.000000    0.000000      4.859812   0.000000
## 1552         TA          Y   5.081404    0.000000      5.899897   0.000000
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## 1554         TA          Y   0.000000    0.000000      4.727388   0.000000
## 1555         TA          Y   0.000000    4.890349      0.000000   0.000000
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## 1559       None          N   0.000000    0.000000      5.480639   0.000000
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## 1561       None          Y   0.000000    4.077537      0.000000   0.000000
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## 1565         TA          Y   5.262690    3.663562      0.000000   0.000000
## 1566         TA          Y   6.208590    0.000000      0.000000   0.000000
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## 1580         TA          Y   0.000000    3.688879      0.000000   0.000000
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## 1584         TA          Y   5.805135    3.663562      0.000000   0.000000
## 1585         TA          Y   4.948760    0.000000      0.000000   0.000000
## 1586         TA          N   0.000000    0.000000      0.000000   0.000000
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## 1588         TA          Y   5.552960    0.000000      5.129899   0.000000
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## 1590         TA          Y   0.000000    0.000000      0.000000   0.000000
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## 1593         TA          Y   0.000000    0.000000      0.000000   0.000000
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## 1597         TA          Y   0.000000    0.000000      0.000000   0.000000
## 1598         TA          Y   0.000000    0.000000      0.000000   0.000000
## 1599         TA          Y   4.955827    3.610918      0.000000   0.000000
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## 1605         TA          Y   0.000000    4.262680      0.000000   0.000000
## 1606         TA          Y   5.929589    3.295837      0.000000   0.000000
## 1607         TA          Y   0.000000    0.000000      0.000000   0.000000
## 1608         TA          Y   4.615121    3.891820      0.000000   0.000000
## 1609         TA          Y   0.000000    3.258097      0.000000   0.000000
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## 1614         TA          Y   5.164786    0.000000      4.043051   0.000000
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## 1801         TA          Y   0.000000    5.323010      0.000000   0.000000
## 1802         TA          Y   5.198497    3.610918      0.000000   0.000000
## 1803         TA          Y   0.000000    4.025352      0.000000   0.000000
## 1804         TA          Y   0.000000    3.713572      0.000000   0.000000
## 1805         TA          Y   0.000000    0.000000      0.000000   0.000000
## 1806         Fa          P   4.007333    0.000000      3.713572   0.000000
## 1807         TA          N   0.000000    3.367296      5.135798   0.000000
## 1808         TA          N   0.000000    0.000000      0.000000   0.000000
## 1809       None          N   0.000000    0.000000      5.176150   0.000000
## 1810         TA          Y   0.000000    3.610918      0.000000   0.000000
## 1811       None          N   0.000000    0.000000      5.003946   0.000000
## 1812       None          N   4.394449    0.000000      5.501258   0.000000
## 1813         TA          Y   0.000000    2.564949      0.000000   0.000000
## 1814         TA          N   0.000000    0.000000      4.859812   0.000000
## 1815         Fa          N   0.000000    0.000000      3.258097   0.000000
## 1816         TA          Y   0.000000    0.000000      4.406719   0.000000
## 1817         TA          N   0.000000    0.000000      5.081404   0.000000
## 1818         TA          Y   0.000000    5.463832      0.000000   0.000000
## 1819         TA          N   0.000000    4.644391      0.000000   0.000000
## 1820       None          N   0.000000    3.526361      0.000000   0.000000
## 1821         TA          Y   0.000000    0.000000      5.176150   0.000000
## 1822         TA          Y   0.000000    0.000000      5.476464   0.000000
## 1823       None          N   0.000000    3.610918      4.553877   0.000000
## 1824         TA          Y   5.587249    4.127134      0.000000   0.000000
## 1825         TA          N   5.501258    4.110874      0.000000   0.000000
## 1826         TA          Y   0.000000    0.000000      4.595120   0.000000
## 1827         TA          Y   0.000000    2.772589      3.951244   0.000000
## 1828         TA          Y   5.247024    0.000000      3.555348   5.017280
## 1829         TA          P   0.000000    0.000000      4.663439   0.000000
## 1830         Fa          Y   0.000000    0.000000      5.017280   0.000000
## 1831         TA          N   3.218876    3.367296      0.000000   0.000000
## 1832       None          Y   0.000000    4.043051      0.000000   0.000000
## 1833         TA          Y   0.000000    0.000000      5.365976   0.000000
## 1834         TA          Y   0.000000    3.218876      4.727388   0.000000
## 1835       None          N   0.000000    5.241747      4.634729   0.000000
## 1836         TA          Y   0.000000    0.000000      5.003946   0.000000
## 1837       None          N   0.000000    0.000000      4.663439   0.000000
## 1838         TA          Y   0.000000    0.000000      5.666427   0.000000
## 1839         TA          Y   0.000000    0.000000      3.218876   0.000000
## 1840       None          Y   4.795791    0.000000      0.000000   0.000000
## 1841         Fa          N   0.000000    0.000000      0.000000   0.000000
## 1842         Po          N   0.000000    0.000000      0.000000   0.000000
## 1843         TA          Y   0.000000    5.375278      0.000000   0.000000
## 1844         TA          Y   0.000000    0.000000      0.000000   0.000000
## 1845         TA          Y   5.673323    3.713572      0.000000   0.000000
## 1846         TA          Y   0.000000    0.000000      0.000000   0.000000
## 1847         TA          Y   4.882802    3.367296      0.000000   0.000000
## 1848       None          N   0.000000    0.000000      4.615121   0.000000
## 1849         TA          Y   0.000000    0.000000      4.510860   0.000000
## 1850         TA          Y   0.000000    0.000000      0.000000   0.000000
## 1851         TA          Y   0.000000    3.931826      0.000000   0.000000
## 1852         TA          P   5.796058    0.000000      0.000000   0.000000
## 1853         TA          Y   0.000000    4.663439      0.000000   0.000000
## 1854         TA          Y   4.744932    3.610918      0.000000   0.000000
## 1855         TA          Y   0.000000    0.000000      0.000000   0.000000
## 1856         TA          Y   5.993961    4.615121      4.976734   0.000000
## 1857         TA          P   0.000000    0.000000      0.000000   0.000000
## 1858         TA          Y   4.304065    0.000000      0.000000   0.000000
## 1859         TA          Y   0.000000    0.000000      0.000000   0.000000
## 1860         TA          Y   4.795791    0.000000      0.000000   0.000000
## 1861         TA          Y   0.000000    0.000000      0.000000   0.000000
## 1862         TA          Y   5.746203    0.000000      0.000000   0.000000
## 1863         TA          Y   5.746203    0.000000      0.000000   0.000000
## 1864         TA          Y   5.746203    0.000000      0.000000   0.000000
## 1865         TA          Y   5.225747    3.218876      0.000000   0.000000
## 1866         TA          Y   5.342334    4.653960      0.000000   0.000000
## 1867         TA          Y   5.262690    4.962845      0.000000   0.000000
## 1868         TA          Y   5.043425    5.407172      0.000000   0.000000
## 1869         TA          Y   5.129899    0.000000      0.000000   0.000000
## 1870         TA          Y   5.129899    4.532599      0.000000   0.000000
## 1871         TA          Y   4.976734    4.595120      0.000000   0.000000
## 1872         TA          Y   3.610918    3.367296      0.000000   0.000000
## 1873         TA          Y   5.017280    5.267858      0.000000   0.000000
## 1874         TA          Y   4.204693    0.000000      0.000000   0.000000
## 1875         TA          Y   0.000000    4.406719      0.000000   0.000000
## 1876         TA          Y   5.017280    4.574711      0.000000   0.000000
## 1877         TA          Y   4.976734    3.713572      0.000000   0.000000
## 1878         TA          Y   0.000000    4.744932      0.000000   0.000000
## 1879         TA          Y   4.290459    0.000000      0.000000   0.000000
## 1880         TA          Y   0.000000    0.000000      0.000000   0.000000
## 1881         TA          Y   5.572154    4.543295      0.000000   0.000000
## 1882         TA          Y   5.262690    4.890349      0.000000   0.000000
## 1883         TA          Y   0.000000    3.891820      0.000000   0.000000
## 1884         TA          Y   5.549076    3.784190      0.000000   0.000000
## 1885         TA          Y   4.912655    3.555348      0.000000   0.000000
## 1886         TA          Y   5.273000    4.976734      0.000000   0.000000
## 1887         TA          Y   4.110874    0.000000      0.000000   0.000000
## 1888         TA          Y   0.000000    3.891820      0.000000   0.000000
## 1889         TA          Y   4.615121    3.610918      0.000000   0.000000
## 1890         TA          Y   0.000000    5.484797      0.000000   0.000000
## 1891         TA          Y   0.000000    3.367296      0.000000   0.000000
## 1892         TA          Y   0.000000    0.000000      0.000000   0.000000
## 1893         TA          Y   0.000000    3.737670      5.356586   0.000000
## 1894       None          Y   0.000000    0.000000      0.000000   0.000000
## 1895         TA          Y   0.000000    0.000000      0.000000   0.000000
## 1896         TA          Y   4.442651    0.000000      0.000000   0.000000
## 1897         TA          Y   0.000000    0.000000      4.025352   0.000000
## 1898         TA          Y   5.799093    4.574711      0.000000   0.000000
## 1899         TA          Y   0.000000    0.000000      5.198497   0.000000
## 1900         TA          Y   0.000000    4.736198      0.000000   0.000000
## 1901         TA          Y   0.000000    3.091042      5.017280   0.000000
## 1902         TA          Y   6.182085    0.000000      0.000000   0.000000
## 1903         TA          Y   0.000000    0.000000      4.060443   0.000000
## 1904         TA          Y   0.000000    0.000000      0.000000   0.000000
## 1905         TA          Y   0.000000    5.003946      0.000000   0.000000
## 1906         TA          Y   0.000000    0.000000      4.406719   0.000000
## 1907         TA          Y   0.000000    5.308268      0.000000   0.000000
## 1908         TA          Y   5.634790    0.000000      0.000000   0.000000
## 1909         TA          Y   5.176150    0.000000      0.000000   0.000000
## 1910         TA          Y   5.043425    0.000000      0.000000   0.000000
## 1911         TA          Y   5.993961    4.727388      0.000000   0.000000
## 1912         TA          Y   5.303305    4.976734      0.000000   0.000000
## 1913         TA          Y   6.148468    5.081404      4.369448   0.000000
## 1914         TA          N   0.000000    0.000000      4.290459   0.000000
## 1915         TA          Y   5.093750    3.988984      0.000000   5.036953
## 1917         TA          Y   5.351858    4.521789      0.000000   0.000000
## 1918         TA          Y   5.768321    0.000000      0.000000   0.000000
## 1919         TA          Y   5.713733    3.688879      0.000000   0.000000
## 1920         TA          Y   0.000000    0.000000      0.000000   0.000000
## 1921         TA          Y   4.510860    5.043425      0.000000   0.000000
## 1922         TA          Y   0.000000    4.564348      0.000000   0.000000
## 1923         TA          Y   5.723585    3.218876      0.000000   0.000000
## 1924         TA          Y   5.416100    5.476464      0.000000   0.000000
## 1925         TA          Y   4.828314    4.744932      0.000000   0.000000
## 1926         TA          Y   5.733341    3.970292      0.000000   0.000000
## 1927         TA          Y   4.976734    0.000000      0.000000   0.000000
## 1928         TA          Y   0.000000    2.833213      0.000000   0.000000
## 1929         TA          Y   4.934474    0.000000      0.000000   0.000000
## 1930         TA          Y   5.638355    0.000000      0.000000   0.000000
## 1931         TA          Y   4.615121    3.496508      0.000000   0.000000
## 1932         TA          Y   5.017280    0.000000      0.000000   0.000000
## 1933         TA          Y   0.000000    5.159055      5.910797   0.000000
## 1934         TA          Y   0.000000    3.610918      0.000000   0.000000
## 1935         TA          Y   5.262690    3.912023      0.000000   0.000000
## 1936         TA          Y   4.615121    4.418841      0.000000   0.000000
## 1937         TA          Y   5.129899    4.442651      0.000000   0.000000
## 1938         TA          Y   0.000000    3.688879      0.000000   0.000000
## 1939         TA          Y   0.000000    0.000000      0.000000   0.000000
## 1940         TA          Y   0.000000    4.418841      0.000000   0.000000
## 1941         TA          Y   0.000000    3.688879      0.000000   0.000000
## 1942         TA          Y   0.000000    3.713572      0.000000   0.000000
## 1943         TA          Y   0.000000    4.304065      5.043425   0.000000
## 1944         TA          Y   5.262690    3.496508      0.000000   0.000000
## 1945         TA          Y   5.370638    4.343805      0.000000   0.000000
## 1947         TA          Y   5.056246    3.891820      0.000000   0.000000
## 1948         TA          Y   0.000000    0.000000      5.198497   0.000000
## 1949         TA          Y   0.000000    3.891820      0.000000   0.000000
## 1950         TA          Y   5.030438    0.000000      0.000000   0.000000
## 1951         TA          Y   5.303305    0.000000      0.000000   0.000000
## 1952         TA          Y   6.148468    0.000000      0.000000   0.000000
## 1953         TA          Y   0.000000    0.000000      0.000000   5.164786
## 1954         TA          Y   3.367296    4.304065      0.000000   0.000000
## 1955         TA          Y   0.000000    0.000000      0.000000   0.000000
## 1956         Gd          Y   0.000000    2.833213      0.000000   0.000000
## 1957         TA          Y   0.000000    3.218876      0.000000   0.000000
## 1958         TA          Y   5.262690    5.198497      5.389072   0.000000
## 1959         TA          Y   0.000000    3.828641      0.000000   0.000000
## 1960         TA          Y   2.833213    0.000000      0.000000   0.000000
## 1961         TA          Y   0.000000    0.000000      0.000000   0.000000
## 1962         TA          Y   3.970292    0.000000      0.000000   0.000000
## 1963         TA          Y   6.021023    0.000000      0.000000   0.000000
## 1964         TA          Y   0.000000    0.000000      0.000000   0.000000
## 1965         TA          Y   0.000000    0.000000      0.000000   0.000000
## 1966         TA          Y   0.000000    3.663562      0.000000   0.000000
## 1967         TA          Y   5.347108    4.564348      0.000000   0.000000
## 1968         TA          Y   5.883322    4.369448      0.000000   0.000000
## 1969         TA          Y   5.056246    5.337538      0.000000   0.000000
## 1970         TA          Y   5.361292    5.209486      0.000000   0.000000
## 1971         TA          Y   3.433987    5.303305      0.000000   0.000000
## 1972         TA          Y   5.262690    4.158883      0.000000   0.000000
## 1973         TA          Y   4.615121    3.218876      0.000000   0.000000
## 1974         TA          Y   5.416100    4.962845      0.000000   0.000000
## 1975         TA          Y   5.043425    4.189655      0.000000   0.000000
## 1976         TA          Y   5.379897    3.367296      0.000000   0.000000
## 1977         TA          Y   0.000000    4.110874      0.000000   0.000000
## 1978         TA          Y   5.594711    4.077537      0.000000   0.000000
## 1979         TA          Y   0.000000    3.891820      0.000000   0.000000
## 1980         TA          Y   0.000000    3.526361      0.000000   0.000000
## 1981         TA          Y   5.351858    0.000000      0.000000   0.000000
## 1982         TA          Y   0.000000    3.583519      0.000000   0.000000
## 1983         TA          Y   0.000000    3.583519      0.000000   0.000000
## 1984         TA          Y   0.000000    3.332205      0.000000   0.000000
## 1985         TA          Y   5.056246    3.044522      0.000000   0.000000
## 1986         TA          Y   4.969813    3.044522      0.000000   0.000000
## 1987         TA          Y   4.615121    3.218876      0.000000   0.000000
## 1988         TA          Y   0.000000    4.330733      0.000000   0.000000
## 1989         TA          Y   4.934474    3.891820      0.000000   0.000000
## 1990         TA          Y   4.795791    3.891820      0.000000   0.000000
## 1991         TA          Y   5.262690    3.295837      0.000000   0.000000
## 1992         TA          Y   4.691348    0.000000      0.000000   0.000000
## 1993         TA          Y   4.615121    3.583519      0.000000   0.000000
## 1994         TA          Y   4.976734    3.806662      0.000000   0.000000
## 1995         TA          Y   0.000000    4.644391      0.000000   0.000000
## 1996         TA          Y   0.000000    4.882802      0.000000   0.000000
## 1997         TA          Y   5.093750    5.036953      0.000000   0.000000
## 1998         TA          Y   4.976734    3.526361      0.000000   0.000000
## 1999         TA          Y   5.129899    0.000000      0.000000   0.000000
## 2000         TA          Y   5.262690    4.477337      0.000000   0.000000
## 2001         TA          Y   5.955837    4.605170      0.000000   0.000000
## 2002         TA          Y   0.000000    3.295837      0.000000   0.000000
## 2003         TA          Y   4.976734    4.110874      0.000000   0.000000
## 2004         TA          Y   5.129899    4.691348      0.000000   0.000000
## 2005         TA          Y   0.000000    3.044522      0.000000   0.000000
## 2006         TA          Y   5.262690    4.736198      0.000000   0.000000
## 2007         TA          Y   4.897840    4.795791      0.000000   0.000000
## 2008         TA          Y   5.129899    5.129899      0.000000   0.000000
## 2009         TA          Y   4.969813    4.204693      0.000000   0.000000
## 2010         TA          Y   5.129899    4.234107      0.000000   0.000000
## 2011       None          Y   0.000000    4.510860      0.000000   0.000000
## 2012         TA          Y   0.000000    3.496508      0.000000   0.000000
## 2013         TA          Y   0.000000    4.262680      0.000000   0.000000
## 2014         TA          Y   4.976734    4.574711      0.000000   0.000000
## 2015         TA          Y   4.976734    4.317488      0.000000   0.000000
## 2016         TA          Y   0.000000    4.234107      0.000000   0.000000
## 2017         TA          Y   5.262690    4.454347      0.000000   0.000000
## 2018         TA          Y   4.983607    4.043051      0.000000   0.000000
## 2019         TA          Y   4.890349    0.000000      0.000000   0.000000
## 2020         TA          Y   0.000000    0.000000      0.000000   0.000000
## 2021         TA          Y   0.000000    0.000000      0.000000   0.000000
## 2022         TA          Y   4.770685    4.691348      5.111988   0.000000
## 2023         TA          Y   0.000000    0.000000      4.532599   0.000000
## 2024         TA          Y   5.472271    5.529429      0.000000   0.000000
## 2025         TA          Y   5.686975    3.912023      0.000000   0.000000
## 2026         TA          Y   0.000000    4.615121      0.000000   0.000000
## 2027         TA          Y   0.000000    5.117994      0.000000   0.000000
## 2028         TA          Y   0.000000    4.634729      0.000000   0.000000
## 2029         TA          Y   0.000000    3.496508      0.000000   0.000000
## 2030         TA          Y   5.442418    4.234107      0.000000   0.000000
## 2031         TA          Y   5.627621    3.828641      0.000000   0.000000
## 2032         TA          Y   5.049856    4.077537      0.000000   0.000000
## 2033         TA          Y   4.828314    4.736198      0.000000   0.000000
## 2034         TA          Y   3.044522    0.000000      0.000000   0.000000
## 2035         TA          Y   0.000000    0.000000      0.000000   0.000000
## 2036         TA          Y   5.135798    0.000000      0.000000   0.000000
## 2037         TA          Y   5.135798    0.000000      0.000000   0.000000
## 2038         TA          Y   0.000000    4.510860      0.000000   0.000000
## 2039         TA          Y   5.153292    3.218876      0.000000   0.000000
## 2040         TA          Y   4.948760    4.262680      2.833213   0.000000
## 2041         TA          Y   5.638355    4.510860      0.000000   0.000000
## 2042         TA          Y   4.976734    4.727388      0.000000   0.000000
## 2043         TA          Y   0.000000    0.000000      0.000000   0.000000
## 2044         TA          Y   3.258097    0.000000      0.000000   0.000000
## 2045         TA          Y   0.000000    4.143135      5.262690   0.000000
## 2046         TA          Y   0.000000    0.000000      0.000000   0.000000
## 2047         TA          Y   0.000000    3.713572      0.000000   0.000000
## 2048         TA          Y   5.455321    0.000000      0.000000   0.000000
## 2049         TA          Y   0.000000    0.000000      0.000000   0.000000
## 2050         TA          Y   0.000000    0.000000      0.000000   0.000000
## 2051         TA          Y   0.000000    0.000000      3.713572   0.000000
## 2052         TA          Y   0.000000    0.000000      0.000000   0.000000
## 2053         TA          Y   5.673323    0.000000      0.000000   0.000000
## 2054         TA          Y   0.000000    0.000000      0.000000   0.000000
## 2055         TA          Y   0.000000    3.135494      0.000000   0.000000
## 2056         TA          Y   0.000000    5.262690      0.000000   0.000000
## 2057         TA          Y   4.795791    3.218876      0.000000   0.000000
## 2058         TA          Y   0.000000    5.442418      0.000000   0.000000
## 2059         TA          Y   0.000000    4.488636      0.000000   0.000000
## 2060         TA          Y   5.017280    0.000000      0.000000   0.000000
## 2061         TA          Y   6.196444    0.000000      0.000000   0.000000
## 2062         TA          Y   0.000000    0.000000      0.000000   0.000000
## 2063         TA          Y   0.000000    0.000000      0.000000   0.000000
## 2064         TA          Y   0.000000    0.000000      0.000000   0.000000
## 2065         TA          Y   0.000000    3.496508      0.000000   0.000000
## 2066         TA          Y   0.000000    3.713572      0.000000   0.000000
## 2067         TA          Y   0.000000    4.290459      0.000000   0.000000
## 2068         TA          Y   0.000000    0.000000      0.000000   0.000000
## 2069         TA          N   0.000000    0.000000      4.204693   0.000000
## 2070         TA          N   4.442651    0.000000      4.574711   0.000000
## 2071         TA          N   4.488636    4.691348      0.000000   0.000000
## 2072         TA          N   0.000000    0.000000      4.615121   0.000000
## 2073         TA          Y   5.303305    3.891820      0.000000   0.000000
## 2074         TA          Y   0.000000    5.720312      4.976734   0.000000
## 2075         TA          Y   3.610918    4.418841      0.000000   0.000000
## 2076         TA          Y   0.000000    0.000000      0.000000   0.000000
## 2077         TA          Y   0.000000    5.484797      0.000000   0.000000
## 2078         TA          Y   0.000000    0.000000      0.000000   0.000000
## 2079         TA          Y   4.691348    0.000000      0.000000   0.000000
## 2080         TA          Y   0.000000    0.000000      0.000000   0.000000
## 2081         TA          Y   0.000000    0.000000      0.000000   0.000000
## 2082       None          N   0.000000    0.000000      0.000000   0.000000
## 2083         TA          Y   0.000000    0.000000      0.000000   0.000000
## 2084         TA          Y   0.000000    0.000000      0.000000   0.000000
## 2085         TA          Y   0.000000    0.000000      0.000000   0.000000
## 2086         TA          Y   0.000000    5.170484      0.000000   0.000000
## 2087         TA          Y   0.000000    0.000000      0.000000   0.000000
## 2088         TA          Y   5.262690    3.931826      0.000000   0.000000
## 2089         TA          Y   0.000000    0.000000      0.000000   0.000000
## 2090         Fa          N   0.000000    0.000000      5.517453   0.000000
## 2091       None          N   0.000000    5.153292      4.700480   0.000000
## 2092         TA          Y   5.236442    0.000000      0.000000   0.000000
## 2093         Fa          N   0.000000    0.000000      5.468060   0.000000
## 2094       None          N   0.000000    3.367296      0.000000   0.000000
## 2095         TA          Y   0.000000    0.000000      4.844187   0.000000
## 2096         TA          P   0.000000    0.000000      4.574711   0.000000
## 2097       None          N   0.000000    5.111988      3.433987   0.000000
## 2098         Gd          Y   0.000000    3.044522      0.000000   0.000000
## 2099         TA          Y   4.343805    0.000000      4.795791   0.000000
## 2100       None          N   0.000000    0.000000      0.000000   0.000000
## 2101         Po          N   5.262690    0.000000      4.110874   0.000000
## 2102         TA          Y   0.000000    5.262690      0.000000   0.000000
## 2103         TA          N   0.000000    0.000000      4.941642   0.000000
## 2104         TA          Y   0.000000    0.000000      5.393628   0.000000
## 2105       None          N   5.484797    4.356709      0.000000   0.000000
## 2106         Po          N   0.000000    3.218876      4.976734   0.000000
## 2107         Fa          Y   0.000000    5.703782      0.000000   0.000000
## 2108         TA          N   0.000000    0.000000      0.000000   0.000000
## 2109         TA          Y   0.000000    0.000000      0.000000   0.000000
## 2110         TA          Y   5.583496    0.000000      0.000000   0.000000
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## 2414         TA          Y   4.158883    0.000000      0.000000   0.000000
## 2415         TA          Y   0.000000    0.000000      0.000000   0.000000
## 2416         TA          N   0.000000    3.891820      0.000000   0.000000
## 2417         TA          Y   0.000000    0.000000      0.000000   0.000000
## 2418         TA          Y   5.030438    0.000000      0.000000   0.000000
## 2419         TA          Y   0.000000    0.000000      0.000000   0.000000
## 2420         TA          Y   4.406719    0.000000      0.000000   0.000000
## 2421         TA          Y   5.420535    0.000000      0.000000   0.000000
## 2422         TA          Y   0.000000    5.783825      0.000000   0.000000
## 2423       None          N   5.446737    0.000000      0.000000   0.000000
## 2424         TA          Y   5.303305    0.000000      0.000000   0.000000
## 2425         TA          Y   0.000000    5.342334      5.673323   0.000000
## 2426         TA          Y   0.000000    0.000000      0.000000   0.000000
## 2427       None          N   0.000000    4.727388      0.000000   0.000000
## 2428         TA          Y   6.133398    3.850148      0.000000   0.000000
## 2429         TA          Y   0.000000    0.000000      0.000000   0.000000
## 2430         TA          Y   0.000000    0.000000      0.000000   0.000000
## 2431         TA          Y   0.000000    5.147494      0.000000   0.000000
## 2432         TA          Y   0.000000    0.000000      0.000000   0.000000
## 2433         TA          Y   0.000000    0.000000      0.000000   0.000000
## 2434         TA          Y   0.000000    0.000000      0.000000   0.000000
## 2435         TA          Y   0.000000    0.000000      0.000000   0.000000
## 2436         TA          Y   0.000000    0.000000      0.000000   0.000000
## 2437         TA          Y   4.077537    0.000000      0.000000   0.000000
## 2438         TA          Y   3.218876    4.510860      5.081404   0.000000
## 2439         TA          Y   0.000000    0.000000      4.762174   0.000000
## 2440         TA          Y   0.000000    0.000000      5.170484   0.000000
## 2441         Fa          N   0.000000    4.812184      3.044522   0.000000
## 2442         TA          N   0.000000    0.000000      3.295837   0.000000
## 2443         TA          Y   0.000000    0.000000      0.000000   0.000000
## 2444         TA          Y   4.762174    3.295837      3.713572   0.000000
## 2445         Fa          Y   0.000000    0.000000      4.574711   0.000000
## 2446         TA          N   0.000000    0.000000      5.081404   0.000000
## 2447         TA          Y   0.000000    0.000000      0.000000   0.000000
## 2448         TA          Y   0.000000    0.000000      0.000000   0.000000
## 2449         Fa          Y   5.638355    0.000000      4.969813   0.000000
## 2450         TA          N   4.859812    4.644391      0.000000   0.000000
## 2451         TA          Y   0.000000    3.496508      0.000000   0.000000
## 2452         TA          N   0.000000    5.003946      5.017280   0.000000
## 2453         TA          Y   0.000000    0.000000      0.000000   0.000000
## 2454         TA          Y   0.000000    3.713572      0.000000   0.000000
## 2455         TA          Y   0.000000    4.189655      0.000000   0.000000
## 2456         TA          Y   0.000000    3.526361      0.000000   0.000000
## 2457         TA          Y   0.000000    0.000000      5.262690   0.000000
## 2458         TA          Y   0.000000    0.000000      0.000000   0.000000
## 2459         TA          Y   0.000000    0.000000      4.919981   0.000000
## 2460         TA          Y   5.420535    0.000000      4.442651   0.000000
## 2461         TA          Y   0.000000    0.000000      0.000000   0.000000
## 2462         TA          Y   5.164786    0.000000      4.574711   0.000000
## 2463         TA          Y   3.258097    0.000000      0.000000   0.000000
## 2464         TA          Y   0.000000    5.030438      0.000000   0.000000
## 2465         TA          P   0.000000    4.007333      4.976734   0.000000
## 2466         TA          Y   0.000000    0.000000      0.000000   0.000000
## 2467         TA          Y   0.000000    0.000000      4.262680   0.000000
## 2468         Fa          Y   0.000000    3.258097      4.356709   0.000000
## 2469         TA          N   0.000000    0.000000      4.356709   0.000000
## 2470         TA          Y   0.000000    4.709530      0.000000   0.000000
## 2471         TA          Y   5.655992    0.000000      0.000000   0.000000
## 2472         TA          N   0.000000    0.000000      5.141664   0.000000
## 2473         TA          Y   0.000000    0.000000      0.000000   0.000000
## 2475         TA          Y   6.257668    0.000000      0.000000   0.000000
## 2476         TA          Y   0.000000    4.488636      0.000000   0.000000
## 2477         TA          Y   3.713572    5.176150      0.000000   0.000000
## 2478         TA          Y   4.532599    0.000000      4.488636   0.000000
## 2479         TA          N   0.000000    0.000000      0.000000   0.000000
## 2480         TA          Y   0.000000    0.000000      0.000000   0.000000
## 2481         TA          Y   0.000000    4.510860      0.000000   0.000000
## 2482         TA          Y   4.934474    0.000000      0.000000   0.000000
## 2483         TA          Y   0.000000    0.000000      0.000000   0.000000
## 2484         TA          Y   4.890349    0.000000      0.000000   0.000000
## 2485         TA          Y   5.323010    0.000000      0.000000   0.000000
## 2486         TA          Y   0.000000    0.000000      0.000000   0.000000
## 2487         TA          Y   4.859812    6.347389      0.000000   0.000000
## 2488         TA          Y   0.000000    0.000000      0.000000   0.000000
## 2489         TA          Y   4.406719    0.000000      5.638355   0.000000
## 2491         TA          Y   0.000000    0.000000      4.948760   0.000000
## 2492         TA          Y   0.000000    4.356709      0.000000   0.000000
## 2493         TA          Y   0.000000    3.761200      0.000000   0.000000
## 2494         TA          P   0.000000    4.174387      0.000000   0.000000
## 2495         TA          N   0.000000    0.000000      0.000000   0.000000
## 2496         TA          Y   0.000000    4.158883      0.000000   0.000000
## 2497         TA          Y   5.905362    0.000000      0.000000   0.000000
## 2498         TA          Y   0.000000    0.000000      0.000000   0.000000
## 2499         TA          N   0.000000    0.000000      4.110874   0.000000
## 2500         TA          Y   0.000000    4.663439      0.000000   0.000000
## 2501         TA          Y   0.000000    0.000000      0.000000   0.000000
## 2502         TA          Y   0.000000    0.000000      4.234107   0.000000
## 2503         TA          P   0.000000    0.000000      0.000000   0.000000
## 2504         TA          P   0.000000    5.278115      6.920672   0.000000
## 2505         TA          Y   5.313206    4.543295      0.000000   0.000000
## 2506         TA          Y   5.323010    4.174387      0.000000   0.000000
## 2507         TA          Y   4.919981    3.496508      0.000000   0.000000
## 2508         TA          Y   5.262690    4.174387      0.000000   0.000000
## 2509         TA          Y   4.976734    3.761200      0.000000   0.000000
## 2510         TA          Y   4.976734    3.663562      0.000000   0.000000
## 2511         TA          Y   0.000000    4.574711      0.000000   0.000000
## 2512         TA          Y   5.105945    4.718499      0.000000   0.000000
## 2513         TA          Y   4.691348    3.891820      0.000000   0.000000
## 2514         TA          Y   6.472346    0.000000      0.000000   0.000000
## 2515         TA          Y   0.000000    0.000000      0.000000   0.000000
## 2516         TA          Y   4.962845    4.007333      0.000000   0.000000
## 2517         TA          Y   5.549076    0.000000      0.000000   0.000000
## 2518         TA          Y   5.726848    0.000000      0.000000   0.000000
## 2519         TA          Y   5.313206    4.820282      0.000000   0.000000
## 2520         TA          Y   0.000000    4.317488      0.000000   0.000000
## 2521         TA          Y   0.000000    4.644391      0.000000   0.000000
## 2522         TA          Y   5.267858    4.574711      0.000000   0.000000
## 2523         TA          Y   0.000000    0.000000      0.000000   0.000000
## 2524         TA          Y   4.852030    0.000000      0.000000   0.000000
## 2525         TA          Y   0.000000    0.000000      0.000000   0.000000
## 2526         TA          Y   0.000000    0.000000      0.000000   0.000000
## 2527         TA          Y   0.000000    0.000000      0.000000   0.000000
## 2528         TA          Y   0.000000    4.394449      0.000000   0.000000
## 2529         Ex          Y   5.049856    0.000000      0.000000   0.000000
## 2530         TA          Y   5.866468    0.000000      0.000000   0.000000
## 2531         TA          Y   5.726848    4.736198      0.000000   0.000000
## 2532         TA          Y   0.000000    4.795791      0.000000   0.000000
## 2533         TA          Y   5.958425    4.158883      0.000000   0.000000
## 2534         TA          Y   4.795791    3.583519      0.000000   0.000000
## 2535         TA          Y   5.220356    4.804021      0.000000   0.000000
## 2536         TA          Y   5.420535    3.496508      0.000000   0.000000
## 2537         TA          Y   5.484797    4.442651      0.000000   0.000000
## 2538         TA          Y   0.000000    3.583519      0.000000   0.000000
## 2539         TA          Y   4.615121    3.737670      0.000000   0.000000
## 2540         TA          Y   0.000000    3.178054      0.000000   0.000000
## 2541         TA          Y   4.615121    3.433987      0.000000   0.000000
## 2542         TA          Y   0.000000    3.713572      0.000000   0.000000
## 2543         TA          Y   6.006353    0.000000      0.000000   0.000000
## 2544         TA          P   0.000000    0.000000      0.000000   0.000000
## 2545         TA          N   0.000000    0.000000      3.784190   0.000000
## 2546         TA          P   0.000000    0.000000      0.000000   0.000000
## 2547         Fa          Y   5.433722    0.000000      0.000000   0.000000
## 2548         Gd          Y   0.000000    0.000000      0.000000   0.000000
## 2549         TA          Y   0.000000    4.454347      0.000000   0.000000
## 2550         TA          Y   6.304449    6.184149      0.000000   0.000000
## 2551         TA          Y   0.000000    3.806662      0.000000   0.000000
## 2552         TA          Y   4.976734    0.000000      3.583519   0.000000
## 2553       None          N   0.000000    0.000000      0.000000   0.000000
## 2554       None          N   4.779123    0.000000      0.000000   0.000000
## 2555         TA          Y   0.000000    0.000000      4.442651   0.000000
## 2556         TA          Y   0.000000    0.000000      5.283204   0.000000
## 2557         TA          N   5.283204    0.000000      0.000000   0.000000
## 2558       None          Y   0.000000    6.610696      5.484797   0.000000
## 2559         TA          Y   0.000000    0.000000      4.174387   0.000000
## 2560         TA          P   5.379897    0.000000      5.129899   0.000000
## 2561         TA          Y   0.000000    0.000000      0.000000   0.000000
## 2562         TA          Y   5.220356    0.000000      0.000000   0.000000
## 2563         TA          N   0.000000    0.000000      4.762174   0.000000
## 2564         TA          Y   5.676754    0.000000      4.110874   0.000000
## 2565         TA          Y   5.164786    3.218876      4.795791   0.000000
## 2566         TA          Y   0.000000    3.713572      0.000000   0.000000
## 2567         TA          Y   0.000000    0.000000      0.000000   0.000000
## 2568         TA          Y   0.000000    4.330733      6.371612   0.000000
## 2569         TA          Y   0.000000    0.000000      5.379897   0.000000
## 2570         TA          Y   5.198497    0.000000      0.000000   0.000000
## 2571         TA          Y   5.030438    0.000000      0.000000   0.000000
## 2572         TA          Y   4.912655    0.000000      0.000000   0.000000
## 2573         TA          Y   0.000000    4.990433      0.000000   0.000000
## 2574         Gd          Y   5.379897    4.174387      5.135798   0.000000
## 2575         TA          Y   0.000000    0.000000      3.433987   0.000000
## 2576       None          N   0.000000    0.000000      0.000000   5.176150
## 2578         Fa          N   0.000000    0.000000      4.574711   0.000000
## 2579         Fa          N   3.891820    0.000000      0.000000   0.000000
## 2580       None          N   0.000000    0.000000      4.897840   0.000000
## 2581         TA          Y   0.000000    6.098074      0.000000   0.000000
## 2582         Po          N   5.043425    0.000000      3.761200   4.465908
## 2583         TA          Y   4.820282    0.000000      0.000000   0.000000
## 2584         TA          Y   4.442651    0.000000      5.407172   0.000000
## 2585         TA          Y   5.129899    3.912023      0.000000   0.000000
## 2586         TA          Y   0.000000    4.976734      0.000000   0.000000
## 2587         TA          Y   4.744932    3.135494      0.000000   0.000000
## 2588         TA          Y   5.262690    4.442651      0.000000   0.000000
## 2589         TA          Y   5.267858    0.000000      0.000000   0.000000
## 2590         TA          Y   5.484797    0.000000      0.000000   0.000000
## 2591         TA          Y   5.616771    0.000000      0.000000   0.000000
## 2592         TA          Y   4.615121    3.688879      0.000000   0.000000
## 2593         TA          Y   4.890349    0.000000      0.000000   0.000000
## 2594         TA          Y   5.451038    0.000000      0.000000   0.000000
## 2595         TA          Y   5.549076    3.367296      0.000000   0.000000
## 2596         TA          Y   5.308268    4.174387      0.000000   0.000000
## 2597         TA          Y   0.000000    3.583519      0.000000   0.000000
## 2598         TA          Y   4.969813    3.496508      0.000000   0.000000
## 2599         TA          Y   5.081404    3.610918      0.000000   0.000000
## 2600         TA          N   6.182085    5.587249      0.000000   0.000000
## 2601         TA          Y   0.000000    3.713572      0.000000   0.000000
## 2602         TA          Y   0.000000    0.000000      0.000000   0.000000
## 2603         TA          Y   4.727388    4.584967      0.000000   0.000000
## 2604       None          Y   0.000000    4.174387      0.000000   0.000000
## 2605         TA          Y   0.000000    0.000000      0.000000   0.000000
## 2606         TA          Y   5.308268    4.204693      0.000000   0.000000
## 2607         TA          Y   7.261927    0.000000      0.000000   0.000000
## 2608         TA          P   6.538140    4.510860      0.000000   0.000000
## 2609         TA          Y   0.000000    4.919981      0.000000   0.000000
## 2610       None          Y   4.867534    0.000000      0.000000   0.000000
## 2611         Fa          Y   5.030438    3.663562      0.000000   0.000000
## 2612         TA          Y   0.000000    3.806662      0.000000   0.000000
## 2613         TA          Y   5.802118    0.000000      0.000000   0.000000
## 2614         TA          Y   4.948760    0.000000      0.000000   0.000000
## 2615         TA          Y   5.638355    0.000000      0.000000   0.000000
## 2616         TA          Y   0.000000    0.000000      0.000000   0.000000
## 2617         TA          Y   0.000000    0.000000      0.000000   0.000000
## 2618         TA          Y   0.000000    5.247024      0.000000   0.000000
## 2619         TA          Y   0.000000    4.990433      0.000000   0.000000
## 2620         TA          Y   6.045005    4.290459      0.000000   0.000000
## 2621         TA          Y   0.000000    4.442651      0.000000   0.000000
## 2622         TA          Y   5.659482    4.762174      0.000000   0.000000
## 2623         TA          Y   0.000000    4.787492      0.000000   0.000000
## 2624         TA          Y   5.472271    3.663562      0.000000   0.000000
## 2625         TA          Y   5.129899    2.564949      0.000000   0.000000
## 2626         TA          Y   0.000000    3.295837      0.000000   0.000000
## 2627         TA          Y   4.795791    4.262680      0.000000   0.000000
## 2628         TA          Y   5.209486    3.637586      0.000000   0.000000
## 2629         TA          Y   5.323010    3.555348      0.000000   0.000000
## 2630         TA          Y   5.509388    3.688879      0.000000   0.000000
## 2631         TA          Y   5.525453    0.000000      0.000000   0.000000
## 2632         TA          Y   5.609472    4.634729      0.000000   0.000000
## 2633         TA          Y   5.056246    4.025352      0.000000   0.000000
## 2634         TA          Y   5.863631    4.634729      0.000000   0.000000
## 2635         TA          Y   4.948760    3.135494      0.000000   0.000000
## 2636         TA          Y   5.993961    4.663439      0.000000   0.000000
## 2637         TA          Y   6.098074    0.000000      3.713572   0.000000
## 2638         TA          Y   0.000000    5.509388      0.000000   0.000000
## 2639         TA          Y   3.891820    3.367296      0.000000   0.000000
## 2640         TA          Y   5.690359    4.442651      0.000000   0.000000
## 2641         TA          Y   4.158883    0.000000      0.000000   0.000000
## 2642         TA          Y   5.283204    4.234107      0.000000   0.000000
## 2643         TA          Y   0.000000    0.000000      0.000000   0.000000
## 2644         TA          Y   0.000000    3.610918      0.000000   0.000000
## 2645         TA          Y   0.000000    0.000000      0.000000   0.000000
## 2646         TA          Y   0.000000    0.000000      0.000000   0.000000
## 2647         TA          Y   5.866468    0.000000      0.000000   0.000000
## 2648         TA          Y   0.000000    4.025352      0.000000   0.000000
## 2649         TA          Y   0.000000    0.000000      5.484797   0.000000
## 2650         TA          Y   0.000000    3.401197      0.000000   0.000000
## 2651         TA          Y   0.000000    3.367296      0.000000   0.000000
## 2652         TA          Y   0.000000    0.000000      0.000000   0.000000
## 2653         TA          Y   0.000000    0.000000      0.000000   0.000000
## 2654         TA          Y   0.000000    3.784190      0.000000   0.000000
## 2655         TA          Y   5.872118    4.043051      0.000000   0.000000
## 2656         TA          Y   5.003946    4.564348      0.000000   0.000000
## 2657         TA          Y   5.273000    4.442651      0.000000   0.000000
## 2658         TA          Y   5.497168    4.962845      0.000000   0.000000
## 2659         TA          Y   5.176150    4.174387      0.000000   0.000000
## 2660         TA          Y   4.795791    3.555348      0.000000   0.000000
## 2661         TA          Y   5.323010    3.912023      0.000000   0.000000
## 2662         TA          Y   4.976734    4.234107      0.000000   0.000000
## 2663         TA          Y   5.129899    4.852030      0.000000   0.000000
## 2664         TA          Y   5.283204    4.043051      0.000000   0.000000
## 2665         TA          Y   5.587249    4.615121      0.000000   0.000000
## 2666         TA          Y   5.433722    4.330733      0.000000   0.000000
## 2667         TA          Y   0.000000    3.218876      0.000000   0.000000
## 2668         TA          Y   0.000000    3.496508      0.000000   0.000000
## 2669         TA          Y   4.615121    0.000000      0.000000   0.000000
## 2670         TA          Y   4.795791    3.850148      0.000000   0.000000
## 2671         TA          Y   4.615121    3.496508      0.000000   0.000000
## 2672         TA          Y   4.615121    2.833213      0.000000   0.000000
## 2673         TA          Y   4.875197    3.433987      0.000000   0.000000
## 2674         TA          Y   4.969813    3.044522      0.000000   0.000000
## 2675         TA          Y   4.510860    0.000000      0.000000   0.000000
## 2676         TA          Y   4.615121    3.891820      0.000000   0.000000
## 2677         TA          Y   0.000000    0.000000      0.000000   0.000000
## 2678         TA          Y   5.993961    3.828641      0.000000   0.000000
## 2679         TA          Y   5.351858    3.465736      0.000000   0.000000
## 2680         TA          Y   0.000000    3.931826      0.000000   0.000000
## 2681         TA          Y   5.513429    4.025352      0.000000   0.000000
## 2682         TA          Y   5.730100    5.135798      5.129899   0.000000
## 2683         TA          Y   6.769642    4.465908      0.000000   0.000000
## 2684         TA          Y   5.303305    4.564348      0.000000   0.000000
## 2685         TA          Y   6.070738    4.919981      0.000000   0.000000
## 2686         TA          Y   5.303305    4.262680      0.000000   0.000000
## 2687         TA          Y   0.000000    5.484797      5.303305   0.000000
## 2688         TA          Y   4.976734    0.000000      0.000000   0.000000
## 2689         TA          Y   0.000000    4.110874      0.000000   0.000000
## 2690         TA          Y   0.000000    5.583496      0.000000   0.000000
##      ScreenPorch PoolArea PoolQC Fence MiscFeature  MiscVal MoSold YrSold
## 1461    4.795791 0.000000   None MnPrv        None 0.000000      6   2010
## 1462    0.000000 0.000000   None  None        Gar2 9.433564      6   2010
## 1463    0.000000 0.000000   None MnPrv        None 0.000000      3   2010
## 1464    0.000000 0.000000   None  None        None 0.000000      6   2010
## 1465    4.976734 0.000000   None  None        None 0.000000      1   2010
## 1466    0.000000 0.000000   None  None        None 0.000000      4   2010
## 1467    0.000000 0.000000   None GdPrv        Shed 6.216606      3   2010
## 1468    0.000000 0.000000   None  None        None 0.000000      5   2010
## 1469    0.000000 0.000000   None  None        None 0.000000      2   2010
## 1470    0.000000 0.000000   None MnPrv        None 0.000000      4   2010
## 1471    0.000000 0.000000   None  None        None 0.000000      6   2010
## 1472    0.000000 0.000000   None  None        None 0.000000      2   2010
## 1473    0.000000 0.000000   None  None        None 0.000000      3   2010
## 1474    0.000000 0.000000   None  None        None 0.000000      6   2010
## 1475    0.000000 0.000000   None  None        None 0.000000      6   2010
## 1476    0.000000 0.000000   None  None        None 0.000000      1   2010
## 1477    0.000000 0.000000   None  None        None 0.000000      6   2010
## 1478    0.000000 0.000000   None  None        None 0.000000      6   2010
## 1479    0.000000 0.000000   None  None        None 0.000000      2   2010
## 1480    0.000000 0.000000   None  None        None 0.000000      6   2010
## 1481    0.000000 0.000000   None  None        None 0.000000      6   2010
## 1482    0.000000 0.000000   None  None        None 0.000000      4   2010
## 1483    0.000000 0.000000   None  None        None 0.000000      1   2010
## 1484    0.000000 0.000000   None  None        None 0.000000      1   2010
## 1485    0.000000 0.000000   None  None        None 0.000000      6   2010
## 1486    0.000000 0.000000   None  None        None 0.000000      4   2010
## 1487    5.549076 0.000000   None  None        None 0.000000      1   2010
## 1488    0.000000 0.000000   None  None        None 0.000000      5   2010
## 1489    0.000000 0.000000   None  None        None 0.000000      4   2010
## 1490    5.379897 0.000000   None  None        None 0.000000      5   2010
## 1491    0.000000 0.000000   None  None        None 0.000000      4   2010
## 1492    0.000000 0.000000   None  None        None 0.000000      4   2010
## 1493    0.000000 0.000000   None GdPrv        None 0.000000      4   2010
## 1494    0.000000 0.000000   None  None        None 0.000000      6   2010
## 1495    0.000000 0.000000   None  None        None 0.000000      6   2010
## 1496    0.000000 0.000000   None  None        None 0.000000      3   2010
## 1497    0.000000 0.000000   None  None        None 0.000000      1   2010
## 1498    0.000000 0.000000   None  None        None 0.000000      4   2010
## 1499    0.000000 0.000000   None  None        None 0.000000      2   2010
## 1500    0.000000 0.000000   None  None        None 0.000000      5   2010
## 1501    0.000000 0.000000   None  None        None 0.000000      5   2010
## 1502    0.000000 0.000000   None  None        None 0.000000      6   2010
## 1503    0.000000 0.000000   None  None        None 0.000000      4   2010
## 1504    0.000000 0.000000   None  None        None 0.000000      4   2010
## 1505    0.000000 0.000000   None  None        None 0.000000      4   2010
## 1506    0.000000 0.000000   None  None        None 0.000000      5   2010
## 1507    0.000000 0.000000   None  None        None 0.000000      3   2010
## 1508    0.000000 0.000000   None  None        None 0.000000      4   2010
## 1509    0.000000 0.000000   None  GdWo        None 0.000000      6   2010
## 1510    0.000000 0.000000   None  None        None 0.000000      4   2010
## 1511    0.000000 0.000000   None  None        None 0.000000      4   2010
## 1512    5.323010 0.000000   None GdPrv        None 0.000000      4   2010
## 1513    0.000000 0.000000   None  None        None 0.000000      5   2010
## 1514    0.000000 0.000000   None  None        None 0.000000      1   2010
## 1515    0.000000 0.000000   None  GdWo        None 0.000000      3   2010
## 1516    0.000000 0.000000   None  None        None 0.000000      1   2010
## 1517    0.000000 0.000000   None  None        Shed 7.313887      1   2010
## 1518    0.000000 0.000000   None  None        None 0.000000      3   2010
## 1519    0.000000 0.000000   None MnPrv        Shed 5.707110      2   2010
## 1520    0.000000 0.000000   None GdPrv        None 0.000000      5   2010
## 1521    0.000000 0.000000   None  None        None 0.000000      5   2010
## 1522    5.081404 0.000000   None  GdWo        None 0.000000      6   2010
## 1523    0.000000 0.000000   None  None        None 0.000000      2   2010
## 1524    0.000000 0.000000   None  None        None 0.000000      5   2010
## 1525    0.000000 0.000000   None  GdWo        None 0.000000      6   2010
## 1526    0.000000 0.000000   None  None        None 0.000000      4   2010
## 1527    0.000000 0.000000   None  None        None 0.000000      4   2010
## 1528    0.000000 0.000000   None  GdWo        None 0.000000      5   2010
## 1529    0.000000 0.000000   None  None        None 0.000000      6   2010
## 1530    5.484797 0.000000   None  None        None 0.000000      5   2010
## 1531    0.000000 0.000000   None  None        None 0.000000      1   2010
## 1532    0.000000 0.000000   None MnPrv        None 0.000000      5   2010
## 1533    0.000000 0.000000   None  None        None 0.000000      6   2010
## 1534    0.000000 0.000000   None  None        None 0.000000      1   2010
## 1535    0.000000 0.000000   None  None        None 0.000000      6   2010
## 1536    0.000000 0.000000   None  None        None 0.000000      3   2010
## 1537    0.000000 0.000000   None  None        None 0.000000      6   2010
## 1538    0.000000 0.000000   None  None        None 0.000000      4   2010
## 1539    0.000000 0.000000   None  None        None 0.000000      4   2010
## 1540    0.000000 0.000000   None  None        None 0.000000      6   2010
## 1541    0.000000 0.000000   None  None        None 0.000000      6   2010
## 1542    0.000000 0.000000   None MnPrv        None 0.000000      3   2010
## 1543    0.000000 0.000000   None  None        None 0.000000      5   2010
## 1544    0.000000 0.000000   None MnPrv        None 0.000000      4   2010
## 1545    0.000000 0.000000   None MnPrv        None 0.000000      4   2010
## 1546    0.000000 0.000000   None  None        None 0.000000      3   2010
## 1547    5.003946 0.000000   None  None        None 0.000000      3   2010
## 1548    0.000000 0.000000   None  None        None 0.000000      3   2010
## 1549    0.000000 0.000000   None  None        None 0.000000      5   2010
## 1550    0.000000 0.000000   None MnPrv        None 0.000000      3   2010
## 1551    0.000000 0.000000   None  None        None 0.000000      3   2010
## 1552    0.000000 0.000000   None GdPrv        None 0.000000      6   2010
## 1553    5.129899 0.000000   None  None        None 0.000000      5   2010
## 1554    0.000000 0.000000   None GdPrv        None 0.000000      2   2010
## 1555    0.000000 0.000000   None  None        None 0.000000      5   2010
## 1557    0.000000 0.000000   None  None        None 0.000000      2   2010
## 1558    0.000000 0.000000   None MnPrv        None 0.000000      3   2010
## 1559    0.000000 0.000000   None  None        None 0.000000      3   2010
## 1560    0.000000 0.000000   None  None        None 0.000000      6   2010
## 1561    0.000000 0.000000   None  None        None 0.000000      5   2010
## 1562    0.000000 0.000000   None  None        None 0.000000      6   2010
## 1563    0.000000 0.000000   None  None        None 0.000000      5   2010
## 1564    0.000000 0.000000   None  None        None 0.000000      5   2010
## 1565    0.000000 0.000000   None MnPrv        None 0.000000      3   2010
## 1566    0.000000 0.000000   None  None        None 0.000000      4   2010
## 1567    0.000000 0.000000   None  None        None 0.000000      6   2010
## 1568    0.000000 0.000000   None  None        None 0.000000      5   2010
## 1569    0.000000 0.000000   None  None        Shed 6.111467      6   2010
## 1570    0.000000 0.000000   None MnPrv        None 0.000000      6   2010
## 1571    0.000000 0.000000   None MnPrv        None 0.000000      6   2010
## 1572    0.000000 0.000000   None  None        None 0.000000      6   2010
## 1573    0.000000 0.000000   None  None        None 0.000000      1   2010
## 1574    0.000000 0.000000   None  None        None 0.000000      6   2010
## 1575    5.587249 0.000000   None MnPrv        None 0.000000      6   2010
## 1576    0.000000 0.000000   None  None        None 0.000000      5   2010
## 1577    0.000000 0.000000   None  None        None 0.000000      3   2010
## 1578    0.000000 0.000000   None  None        None 0.000000      3   2010
## 1579    0.000000 0.000000   None GdPrv        None 0.000000      7   2010
## 1580    0.000000 0.000000   None  None        None 0.000000      4   2010
## 1581    0.000000 0.000000   None MnPrv        None 0.000000      6   2010
## 1582    0.000000 0.000000   None MnPrv        None 0.000000      6   2010
## 1583    0.000000 0.000000   None  None        None 0.000000      5   2010
## 1584    0.000000 0.000000   None  None        None 0.000000      4   2010
## 1585    0.000000 0.000000   None  None        None 0.000000      4   2010
## 1586    0.000000 0.000000   None  None        None 0.000000      4   2010
## 1587    0.000000 0.000000   None MnPrv        None 0.000000      1   2010
## 1588    0.000000 0.000000   None MnPrv        None 0.000000      6   2010
## 1589    5.081404 0.000000   None  None        None 0.000000      6   2010
## 1590    0.000000 0.000000   None  None        None 0.000000      6   2010
## 1591    0.000000 0.000000   None MnPrv        None 0.000000      5   2010
## 1592    0.000000 0.000000   None MnPrv        None 0.000000      5   2010
## 1593    5.117994 0.000000   None  None        None 0.000000      3   2010
## 1594    0.000000 0.000000   None  None        Shed 6.216606      2   2010
## 1595    0.000000 0.000000   None  None        None 0.000000      5   2010
## 1596    0.000000 0.000000   None  None        None 0.000000      7   2010
## 1597    0.000000 0.000000   None  None        None 0.000000      3   2010
## 1598    0.000000 0.000000   None  None        None 0.000000      6   2010
## 1599    0.000000 0.000000   None  None        None 0.000000      4   2010
## 1600    0.000000 0.000000   None  None        None 0.000000      3   2010
## 1601    0.000000 0.000000   None  None        None 0.000000      4   2010
## 1602    5.303305 0.000000   None MnPrv        None 0.000000      4   2010
## 1603    0.000000 0.000000   None  None        None 0.000000      6   2010
## 1604    5.049856 0.000000   None  None        None 0.000000      5   2010
## 1605    0.000000 0.000000   None  None        None 0.000000      5   2010
## 1606    0.000000 0.000000   None GdPrv        Shed 4.394449      5   2010
## 1607    0.000000 0.000000   None  None        None 0.000000      3   2010
## 1608    0.000000 0.000000   None  None        None 0.000000      5   2010
## 1609    0.000000 0.000000   None  None        None 0.000000      1   2010
## 1610    0.000000 0.000000   None  None        None 0.000000      4   2010
## 1611    0.000000 0.000000   None  None        None 0.000000      6   2010
## 1612    0.000000 0.000000   None  None        None 0.000000      3   2010
## 1613    0.000000 0.000000   None  None        None 0.000000      6   2010
## 1614    4.691348 0.000000   None  None        None 0.000000      5   2010
## 1615    0.000000 0.000000   None  None        None 0.000000      3   2010
## 1616    0.000000 0.000000   None  None        None 0.000000      6   2010
## 1617    0.000000 0.000000   None  None        None 0.000000      6   2010
## 1618    0.000000 0.000000   None  None        None 0.000000      6   2010
## 1619    0.000000 0.000000   None MnPrv        None 0.000000      4   2010
## 1620    0.000000 0.000000   None  None        Shed 6.398595      2   2010
## 1621    0.000000 0.000000   None  GdWo        None 0.000000      3   2010
## 1622    0.000000 0.000000   None  None        None 0.000000      4   2010
## 1623    0.000000 0.000000   None  GdWo        None 0.000000      2   2010
## 1624    0.000000 0.000000   None  None        None 0.000000      3   2010
## 1625    0.000000 0.000000   None  None        None 0.000000     10   2009
## 1626    0.000000 0.000000   None  None        None 0.000000      6   2009
## 1627    0.000000 0.000000   None  None        None 0.000000      7   2009
## 1628    0.000000 0.000000   None  None        None 0.000000      8   2009
## 1629    0.000000 0.000000   None  None        Shed 6.196444      6   2009
## 1630    0.000000 0.000000   None  None        None 0.000000     11   2009
## 1631    0.000000 0.000000   None  None        None 0.000000      7   2009
## 1632    0.000000 0.000000   None  None        None 0.000000      9   2009
## 1633    0.000000 0.000000   None  None        None 0.000000      2   2009
## 1634    0.000000 0.000000   None  None        None 0.000000     10   2009
## 1635    0.000000 0.000000   None  None        None 0.000000      7   2009
## 1636    0.000000 0.000000   None  None        None 0.000000     11   2009
## 1637    5.303305 0.000000   None  None        None 0.000000      7   2009
## 1638    0.000000 0.000000   None  None        None 0.000000      5   2009
## 1639    0.000000 0.000000   None  None        None 0.000000      8   2009
## 1640    0.000000 0.000000   None  None        None 0.000000      8   2009
## 1641    0.000000 0.000000   None  None        None 0.000000      5   2009
## 1642    0.000000 0.000000   None  None        None 0.000000      6   2009
## 1643    0.000000 0.000000   None  None        None 0.000000      3   2009
## 1644    0.000000 0.000000   None  None        None 0.000000     10   2009
## 1645    6.196444 0.000000   None  None        None 0.000000      6   2009
## 1646    0.000000 0.000000   None  GdWo        None 0.000000      4   2009
## 1647    0.000000 0.000000   None  None        None 0.000000      8   2009
## 1648    0.000000 0.000000   None  None        None 0.000000      3   2009
## 1649    0.000000 0.000000   None  None        None 0.000000      7   2009
## 1650    0.000000 0.000000   None GdPrv        None 0.000000      9   2009
## 1651    0.000000 0.000000   None  GdWo        None 0.000000      7   2009
## 1652    0.000000 0.000000   None  None        None 0.000000      7   2009
## 1653    0.000000 0.000000   None  None        None 0.000000      7   2009
## 1654    0.000000 0.000000   None  None        None 0.000000      9   2009
## 1655    0.000000 0.000000   None  None        None 0.000000      8   2009
## 1656    0.000000 0.000000   None  None        None 0.000000      5   2009
## 1657    0.000000 0.000000   None  None        None 0.000000      7   2009
## 1658    0.000000 0.000000   None  None        None 0.000000      4   2009
## 1659    0.000000 0.000000   None  None        None 0.000000     10   2009
## 1660    0.000000 0.000000   None  None        Shed 7.090910      7   2009
## 1661    0.000000 0.000000   None  None        None 0.000000      6   2009
## 1662    0.000000 0.000000   None  None        None 0.000000      7   2009
## 1663    0.000000 0.000000   None  None        None 0.000000      5   2009
## 1664    0.000000 0.000000   None  None        None 0.000000      3   2009
## 1665    0.000000 0.000000   None  None        None 0.000000      7   2009
## 1666    0.000000 0.000000   None  None        None 0.000000      4   2009
## 1667    0.000000 0.000000   None  None        None 0.000000      6   2009
## 1668    0.000000 0.000000   None  None        None 0.000000      6   2009
## 1669    0.000000 0.000000   None  None        None 0.000000      2   2009
## 1670    0.000000 0.000000   None  None        None 0.000000      3   2009
## 1671    0.000000 0.000000   None  None        None 0.000000      6   2009
## 1672    0.000000 0.000000   None MnPrv        None 0.000000      7   2009
## 1673    0.000000 0.000000   None  None        None 0.000000      6   2009
## 1674    0.000000 0.000000   None  None        None 0.000000      7   2009
## 1675    0.000000 0.000000   None  None        None 0.000000      8   2009
## 1676    0.000000 0.000000   None  None        None 0.000000      3   2009
## 1677    0.000000 0.000000   None  None        None 0.000000      5   2009
## 1678    0.000000 0.000000   None  None        None 0.000000      2   2009
## 1679    0.000000 0.000000   None  None        None 0.000000      7   2009
## 1680    0.000000 0.000000   None  None        None 0.000000      5   2009
## 1681    0.000000 0.000000   None  None        None 0.000000      4   2009
## 1682    0.000000 0.000000   None  None        None 0.000000      9   2009
## 1683    0.000000 0.000000   None  None        None 0.000000     11   2009
## 1684    0.000000 0.000000   None  None        None 0.000000      6   2009
## 1685    0.000000 0.000000   None  None        None 0.000000      7   2009
## 1686    0.000000 0.000000   None  None        None 0.000000      8   2009
## 1687    0.000000 0.000000   None  None        None 0.000000      8   2009
## 1688    0.000000 0.000000   None  None        None 0.000000      9   2009
## 1689    0.000000 0.000000   None MnPrv        None 0.000000      7   2009
## 1690    0.000000 0.000000   None  None        None 0.000000      6   2009
## 1691    0.000000 0.000000   None  None        None 0.000000      5   2009
## 1692    0.000000 0.000000   None  None        None 0.000000      7   2009
## 1693    0.000000 0.000000   None  None        None 0.000000      5   2009
## 1694    0.000000 0.000000   None  None        None 0.000000      6   2009
## 1695    0.000000 0.000000   None  None        None 0.000000      3   2009
## 1696    0.000000 0.000000   None  None        None 0.000000      5   2009
## 1697    0.000000 0.000000   None  None        None 0.000000      6   2009
## 1698    0.000000 0.000000   None  None        None 0.000000      9   2009
## 1699    0.000000 0.000000   None  None        None 0.000000      6   2009
## 1700    0.000000 0.000000   None  None        None 0.000000     11   2009
## 1701    0.000000 0.000000   None  None        None 0.000000     10   2009
## 1702    0.000000 0.000000   None  None        None 0.000000      9   2009
## 1703    0.000000 0.000000   None  None        None 0.000000      9   2009
## 1704    0.000000 0.000000   None  None        None 0.000000      3   2009
## 1705    0.000000 0.000000   None  None        None 0.000000      9   2009
## 1706    0.000000 0.000000   None GdPrv        None 0.000000     10   2009
## 1707    0.000000 0.000000   None  None        None 0.000000     10   2009
## 1708    0.000000 0.000000   None  None        None 0.000000      5   2009
## 1709    0.000000 0.000000   None  None        None 0.000000      5   2009
## 1710    0.000000 0.000000   None  None        None 0.000000      6   2009
## 1711    0.000000 0.000000   None  None        None 0.000000      7   2009
## 1712    0.000000 0.000000   None  None        None 0.000000     10   2009
## 1713    0.000000 0.000000   None  None        None 0.000000      3   2009
## 1714    0.000000 0.000000   None  None        None 0.000000      8   2009
## 1715    0.000000 0.000000   None  None        None 0.000000      3   2009
## 1716    0.000000 0.000000   None  None        None 0.000000      4   2009
## 1717    0.000000 0.000000   None  None        None 0.000000      6   2009
## 1718    0.000000 0.000000   None  None        None 0.000000      8   2009
## 1719    0.000000 0.000000   None  None        None 0.000000      1   2009
## 1720    0.000000 0.000000   None  None        None 0.000000      1   2009
## 1721    0.000000 0.000000   None  None        None 0.000000      5   2009
## 1722    0.000000 0.000000   None  None        None 0.000000      8   2009
## 1723    0.000000 0.000000   None  None        None 0.000000      6   2009
## 1724    0.000000 0.000000   None  None        None 0.000000      2   2009
## 1725    0.000000 0.000000   None  None        None 0.000000      4   2009
## 1726    5.129899 0.000000   None  None        None 0.000000     11   2009
## 1727    0.000000 0.000000   None  None        None 0.000000      2   2009
## 1728    0.000000 0.000000   None  None        None 0.000000     10   2009
## 1729    0.000000 0.000000   None  None        None 0.000000      7   2009
## 1730    0.000000 0.000000   None  None        None 0.000000      5   2009
## 1731    0.000000 0.000000   None MnPrv        None 0.000000     11   2009
## 1732    0.000000 0.000000   None  None        None 0.000000      6   2009
## 1733    0.000000 0.000000   None  None        None 0.000000      7   2009
## 1734    0.000000 0.000000   None MnPrv        None 0.000000      5   2009
## 1735    0.000000 0.000000   None  GdWo        None 0.000000     10   2009
## 1736    0.000000 0.000000   None  None        None 0.000000     10   2009
## 1737    0.000000 0.000000   None MnPrv        None 0.000000      4   2009
## 1738    0.000000 0.000000   None GdPrv        None 0.000000      7   2009
## 1739    0.000000 0.000000   None  None        None 0.000000      7   2009
## 1740    0.000000 0.000000   None  None        None 0.000000      1   2009
## 1741    0.000000 0.000000   None  None        None 0.000000      3   2009
## 1742    0.000000 0.000000   None  None        None 0.000000      8   2009
## 1743    0.000000 0.000000   None  None        None 0.000000      9   2009
## 1744    0.000000 0.000000   None  None        None 0.000000      6   2009
## 1745    0.000000 0.000000   None  None        None 0.000000      6   2009
## 1746    0.000000 0.000000   None  None        None 0.000000      1   2009
## 1747    0.000000 0.000000   None  None        None 0.000000      6   2009
## 1748    5.129899 0.000000   None  None        None 0.000000      5   2009
## 1749    0.000000 0.000000   None  None        Shed 6.478510      8   2009
## 1750    0.000000 0.000000   None MnPrv        None 0.000000      8   2009
## 1751    5.056246 0.000000   None  None        None 0.000000     11   2009
## 1752    0.000000 0.000000   None GdPrv        None 0.000000      6   2009
## 1753    0.000000 0.000000   None  None        None 0.000000      3   2009
## 1754    5.283204 0.000000   None  None        None 0.000000      5   2009
## 1755    0.000000 0.000000   None  None        None 0.000000      5   2009
## 1756    0.000000 0.000000   None  GdWo        None 0.000000      8   2009
## 1757    0.000000 0.000000   None  None        None 0.000000      9   2009
## 1758    0.000000 0.000000   None MnPrv        None 0.000000      5   2009
## 1759    0.000000 0.000000   None  None        None 0.000000      7   2009
## 1760    4.804021 0.000000   None MnPrv        None 0.000000      2   2009
## 1761    4.532599 0.000000   None  None        None 0.000000      7   2009
## 1762    0.000000 0.000000   None MnPrv        None 0.000000      6   2009
## 1763    0.000000 0.000000   None  None        None 0.000000      9   2009
## 1764    0.000000 0.000000   None MnPrv        None 0.000000      2   2009
## 1765    0.000000 0.000000   None MnPrv        None 0.000000      4   2009
## 1766    5.666427 0.000000   None GdPrv        None 0.000000      4   2009
## 1767    5.837730 0.000000   None  GdWo        None 0.000000      7   2009
## 1768    0.000000 0.000000   None  None        None 0.000000      6   2009
## 1769    0.000000 0.000000   None  None        None 0.000000      8   2009
## 1770    0.000000 0.000000   None  None        None 0.000000      6   2009
## 1771    0.000000 0.000000   None  GdWo        None 0.000000     11   2009
## 1772    0.000000 0.000000   None  GdWo        None 0.000000      7   2009
## 1773    0.000000 0.000000   None  None        None 0.000000     11   2009
## 1774    0.000000 0.000000   None  None        None 0.000000     12   2009
## 1775    0.000000 0.000000   None  None        None 0.000000      2   2009
## 1776    5.545177 0.000000   None  None        None 0.000000     10   2009
## 1777    0.000000 0.000000   None  None        None 0.000000      8   2009
## 1778    0.000000 0.000000   None MnPrv        None 0.000000      3   2009
## 1779    0.000000 0.000000   None MnPrv        None 0.000000      8   2009
## 1780    0.000000 0.000000   None  GdWo        None 0.000000     12   2009
## 1781    0.000000 0.000000   None  GdWo        None 0.000000      8   2009
## 1782    0.000000 0.000000   None  None        None 0.000000      8   2009
## 1783    0.000000 0.000000   None  None        None 0.000000      8   2009
## 1784    4.718499 0.000000   None  None        None 0.000000      5   2009
## 1785    4.727388 0.000000   None  GdWo        None 0.000000     12   2009
## 1786    0.000000 0.000000   None  None        None 0.000000      6   2009
## 1787    0.000000 0.000000   None  None        None 0.000000      8   2009
## 1788    0.000000 0.000000   None  None        None 0.000000      6   2009
## 1789    0.000000 0.000000   None  None        None 0.000000      6   2009
## 1790    0.000000 0.000000   None  None        None 0.000000     11   2009
## 1791    0.000000 0.000000   None  None        None 0.000000      8   2009
## 1792    5.379897 0.000000   None  GdWo        None 0.000000      6   2009
## 1793    0.000000 0.000000   None MnPrv        None 0.000000      5   2009
## 1794    0.000000 0.000000   None  None        Shed 6.111467      9   2009
## 1795    0.000000 0.000000   None  None        None 0.000000      4   2009
## 1796    0.000000 0.000000   None  None        None 0.000000      4   2009
## 1797    5.446737 0.000000   None  None        None 0.000000     12   2009
## 1798    0.000000 0.000000   None  GdWo        None 0.000000      3   2009
## 1799    0.000000 0.000000   None  None        None 0.000000      9   2009
## 1800    0.000000 0.000000   None  GdWo        None 0.000000      7   2009
## 1801    0.000000 0.000000   None  None        None 0.000000      8   2009
## 1802    0.000000 0.000000   None  None        None 0.000000      8   2009
## 1803    0.000000 0.000000   None  None        None 0.000000      3   2009
## 1804    0.000000 0.000000   None  None        None 0.000000     11   2009
## 1805    0.000000 0.000000   None  None        None 0.000000      4   2009
## 1806    0.000000 0.000000   None  None        None 0.000000      6   2009
## 1807    0.000000 0.000000   None  None        None 0.000000      6   2009
## 1808    0.000000 0.000000   None MnPrv        None 0.000000      7   2009
## 1809    0.000000 0.000000   None  None        None 0.000000      3   2009
## 1810    5.209486 0.000000   None MnPrv        None 0.000000     10   2009
## 1811    0.000000 0.000000   None  None        None 0.000000     10   2009
## 1812    0.000000 0.000000   None  None        None 0.000000      7   2009
## 1813    0.000000 0.000000   None MnPrv        None 0.000000      3   2009
## 1814    0.000000 0.000000   None  None        None 0.000000     11   2009
## 1815    0.000000 0.000000   None  None        None 0.000000     10   2009
## 1816    0.000000 0.000000   None  GdWo        None 0.000000      2   2009
## 1817    0.000000 0.000000   None  None        None 0.000000      6   2009
## 1818    0.000000 0.000000   None  None        None 0.000000      6   2009
## 1819    0.000000 0.000000   None  None        None 0.000000      5   2009
## 1820    0.000000 0.000000   None  None        None 0.000000      6   2009
## 1821    0.000000 0.000000   None  None        None 0.000000      9   2009
## 1822    0.000000 0.000000   None MnPrv        None 0.000000      9   2009
## 1823    0.000000 0.000000   None  None        None 0.000000      9   2009
## 1824    0.000000 0.000000   None  GdWo        None 0.000000      9   2009
## 1825    0.000000 0.000000   None  None        None 0.000000      5   2009
## 1826    0.000000 0.000000   None  None        None 0.000000      6   2009
## 1827    0.000000 0.000000   None MnPrv        None 0.000000      3   2009
## 1828    0.000000 0.000000   None  None        None 0.000000      2   2009
## 1829    0.000000 0.000000   None  None        None 0.000000      8   2009
## 1830    0.000000 0.000000   None  None        None 0.000000      6   2009
## 1831    0.000000 0.000000   None  None        Shed 5.993961      6   2009
## 1832    0.000000 0.000000   None  None        None 0.000000      9   2009
## 1833    0.000000 0.000000   None MnPrv        None 0.000000      8   2009
## 1834    0.000000 0.000000   None  None        None 0.000000      2   2009
## 1835    0.000000 0.000000   None  None        None 0.000000      5   2009
## 1836    0.000000 0.000000   None  None        None 0.000000      8   2009
## 1837    5.081404 0.000000   None  None        None 0.000000      7   2009
## 1838    0.000000 0.000000   None  None        None 0.000000      2   2009
## 1839    0.000000 0.000000   None  None        None 0.000000      9   2009
## 1840    0.000000 0.000000   None  None        None 0.000000      3   2009
## 1841    0.000000 0.000000   None  None        None 0.000000      7   2009
## 1842    0.000000 0.000000   None  None        None 0.000000      3   2009
## 1843    0.000000 0.000000   None  None        None 0.000000      4   2009
## 1844    0.000000 0.000000   None  None        None 0.000000      6   2009
## 1845    0.000000 0.000000   None  None        None 0.000000      7   2009
## 1846    4.948760 0.000000   None MnPrv        None 0.000000      3   2009
## 1847    0.000000 0.000000   None  None        None 0.000000     10   2009
## 1848    0.000000 0.000000   None  None        None 0.000000      6   2009
## 1849    4.709530 0.000000   None  None        None 0.000000     10   2009
## 1850    0.000000 0.000000   None GdPrv        None 0.000000      2   2009
## 1851    0.000000 0.000000   None  None        None 0.000000      7   2009
## 1852    0.000000 0.000000   None MnPrv        None 0.000000      9   2009
## 1853    0.000000 0.000000   None  None        None 0.000000      2   2009
## 1854    0.000000 0.000000   None  None        None 0.000000      7   2009
## 1855    0.000000 0.000000   None  None        Shed 6.398595      9   2009
## 1856    0.000000 0.000000   None MnPrv        None 0.000000      8   2009
## 1857    0.000000 0.000000   None  None        None 0.000000      6   2009
## 1858    0.000000 0.000000   None  None        None 0.000000      6   2009
## 1859    0.000000 0.000000   None GdPrv        None 0.000000      6   2009
## 1860    0.000000 0.000000   None  None        None 0.000000      6   2009
## 1861    0.000000 0.000000   None  None        None 0.000000      6   2009
## 1862    0.000000 0.000000   None  None        None 0.000000     10   2009
## 1863    0.000000 0.000000   None  None        None 0.000000     10   2009
## 1864    0.000000 0.000000   None  None        None 0.000000     10   2009
## 1865    0.000000 0.000000   None  None        None 0.000000      7   2009
## 1866    0.000000 0.000000   None  None        None 0.000000     11   2009
## 1867    0.000000 0.000000   None  None        None 0.000000      6   2009
## 1868    0.000000 0.000000   None  None        None 0.000000      4   2009
## 1869    0.000000 0.000000   None  None        None 0.000000      5   2009
## 1870    0.000000 0.000000   None  None        None 0.000000      3   2009
## 1871    0.000000 0.000000   None  None        None 0.000000      3   2009
## 1872    0.000000 0.000000   None  None        None 0.000000      7   2009
## 1873    0.000000 0.000000   None  None        None 0.000000      6   2009
## 1874    4.532599 0.000000   None  None        None 0.000000     10   2009
## 1875    0.000000 0.000000   None GdPrv        None 0.000000     12   2009
## 1876    0.000000 0.000000   None  None        None 0.000000      4   2009
## 1877    0.000000 0.000000   None  None        None 0.000000      4   2009
## 1878    5.129899 0.000000   None  None        None 0.000000      7   2009
## 1879    0.000000 0.000000   None MnPrv        None 0.000000      7   2009
## 1880    0.000000 0.000000   None  None        None 0.000000     10   2009
## 1881    0.000000 0.000000   None  None        None 0.000000      9   2009
## 1882    0.000000 0.000000   None  None        None 0.000000      6   2009
## 1883    0.000000 0.000000   None  None        None 0.000000     11   2009
## 1884    0.000000 0.000000   None  None        None 0.000000      5   2009
## 1885    0.000000 0.000000   None  None        None 0.000000      6   2009
## 1886    0.000000 0.000000   None  None        None 0.000000      6   2009
## 1887    4.770685 0.000000   None  None        None 0.000000      8   2009
## 1888    5.278115 0.000000   None  None        None 0.000000      1   2009
## 1889    0.000000 0.000000   None  None        None 0.000000      7   2009
## 1890    0.000000 0.000000   None MnPrv        None 0.000000      7   2009
## 1891    0.000000 0.000000   None  None        None 0.000000      4   2009
## 1892    0.000000 0.000000   None MnPrv        None 0.000000      3   2009
## 1893    0.000000 0.000000   None  None        Shed 6.803505      6   2009
## 1894    0.000000 0.000000   None  None        None 0.000000      8   2009
## 1895    0.000000 0.000000   None  None        None 0.000000      5   2009
## 1896    0.000000 0.000000   None  None        None 0.000000      9   2009
## 1897    0.000000 0.000000   None  None        None 0.000000      7   2009
## 1898    0.000000 0.000000   None  None        None 0.000000      3   2009
## 1899    0.000000 0.000000   None  None        None 0.000000     10   2009
## 1900    5.278115 0.000000   None MnPrv        None 0.000000      5   2009
## 1901    0.000000 0.000000   None GdPrv        None 0.000000      2   2009
## 1902    4.753590 0.000000   None MnPrv        None 0.000000      6   2009
## 1903    0.000000 0.000000   None  None        None 0.000000      7   2009
## 1904    0.000000 0.000000   None MnPrv        None 0.000000     10   2009
## 1905    4.795791 0.000000   None  None        None 0.000000      5   2009
## 1906    0.000000 0.000000   None  None        None 0.000000     10   2009
## 1907    0.000000 0.000000   None  None        None 0.000000      1   2009
## 1908    0.000000 0.000000   None GdPrv        None 0.000000      5   2009
## 1909    0.000000 0.000000   None GdPrv        None 0.000000     10   2009
## 1910    0.000000 0.000000   None MnPrv        None 0.000000      7   2009
## 1911    0.000000 0.000000   None  None        Shed 7.313887      4   2009
## 1912    0.000000 0.000000   None GdPrv        None 0.000000      7   2009
## 1913    0.000000 0.000000   None  None        None 0.000000     12   2009
## 1914    0.000000 0.000000   None  None        None 0.000000      5   2009
## 1915    0.000000 0.000000   None  None        None 0.000000      6   2009
## 1917    0.000000 0.000000   None  None        None 0.000000      5   2009
## 1918    0.000000 0.000000   None MnPrv        None 0.000000      4   2009
## 1919    4.795791 0.000000   None  GdWo        None 0.000000     11   2009
## 1920    0.000000 0.000000   None  None        None 0.000000      4   2009
## 1921    0.000000 0.000000   None  None        None 0.000000      7   2009
## 1922    0.000000 0.000000   None  None        None 0.000000      1   2009
## 1923    0.000000 0.000000   None  None        Shed 7.824446      2   2009
## 1924    0.000000 0.000000   None  None        None 0.000000      7   2009
## 1925    0.000000 0.000000   None  None        None 0.000000      2   2009
## 1926    0.000000 0.000000   None  None        None 0.000000      5   2009
## 1927    0.000000 0.000000   None MnPrv        None 0.000000      4   2009
## 1928    0.000000 0.000000   None  None        None 0.000000      3   2009
## 1929    0.000000 0.000000   None MnPrv        None 0.000000      7   2009
## 1930    0.000000 0.000000   None  None        Shed 6.552508      8   2009
## 1931    0.000000 0.000000   None GdPrv        None 0.000000      6   2009
## 1932    0.000000 0.000000   None  None        None 0.000000      7   2009
## 1933    0.000000 0.000000   None MnPrv        None 0.000000      4   2009
## 1934    0.000000 0.000000   None  None        None 0.000000      4   2008
## 1935    0.000000 0.000000   None  None        None 0.000000     10   2008
## 1936    0.000000 0.000000   None  None        None 0.000000      5   2008
## 1937    0.000000 0.000000   None  None        None 0.000000     11   2008
## 1938    0.000000 0.000000   None  None        None 0.000000     11   2008
## 1939    0.000000 0.000000   None  None        None 0.000000      7   2008
## 1940    4.976734 0.000000   None  None        None 0.000000      8   2008
## 1941    0.000000 0.000000   None  None        None 0.000000      4   2008
## 1942    0.000000 0.000000   None GdPrv        None 0.000000      9   2008
## 1943    0.000000 0.000000   None  None        None 0.000000      4   2008
## 1944    0.000000 0.000000   None  None        None 0.000000      7   2008
## 1945    0.000000 0.000000   None  None        None 0.000000      9   2008
## 1947    0.000000 0.000000   None  None        None 0.000000      7   2008
## 1948    0.000000 0.000000   None  None        None 0.000000      7   2008
## 1949    4.955827 0.000000   None  None        None 0.000000      6   2008
## 1950    0.000000 0.000000   None  None        None 0.000000      7   2008
## 1951    0.000000 0.000000   None  None        None 0.000000      8   2008
## 1952    0.000000 0.000000   None  None        None 0.000000      3   2008
## 1953    0.000000 0.000000   None MnPrv        None 0.000000     11   2008
## 1954    0.000000 0.000000   None  None        None 0.000000      3   2008
## 1955    0.000000 0.000000   None  None        None 0.000000      6   2008
## 1956    5.342334 0.000000   None MnPrv        None 0.000000     12   2008
## 1957    0.000000 0.000000   None  GdWo        None 0.000000      4   2008
## 1958    0.000000 0.000000   None GdPrv        None 0.000000      6   2008
## 1959    0.000000 0.000000   None  None        None 0.000000      6   2008
## 1960    0.000000 0.000000   None  None        None 0.000000      9   2008
## 1961    0.000000 0.000000   None  None        None 0.000000      5   2008
## 1962    0.000000 0.000000   None  None        None 0.000000      2   2008
## 1963    0.000000 0.000000   None  None        None 0.000000      4   2008
## 1964    0.000000 0.000000   None  None        None 0.000000     12   2008
## 1965    0.000000 0.000000   None  None        None 0.000000      5   2008
## 1966    0.000000 0.000000   None  None        None 0.000000      9   2008
## 1967    0.000000 0.000000   None  None        None 0.000000      1   2008
## 1968    0.000000 0.000000   None  None        None 0.000000      8   2008
## 1969    0.000000 0.000000   None  None        None 0.000000      5   2008
## 1970    0.000000 0.000000   None  None        None 0.000000     10   2008
## 1971    5.262690 0.000000   None  None        None 0.000000      6   2008
## 1972    0.000000 0.000000   None  None        None 0.000000      8   2008
## 1973    0.000000 0.000000   None  None        None 0.000000      6   2008
## 1974    0.000000 0.000000   None  None        None 0.000000      7   2008
## 1975    5.379897 4.976734     Ex  None        None 0.000000      2   2008
## 1976    0.000000 0.000000   None  None        None 0.000000      6   2008
## 1977    0.000000 0.000000   None  None        None 0.000000      1   2008
## 1978    0.000000 0.000000   None  None        None 0.000000      7   2008
## 1979    0.000000 0.000000   None  None        None 0.000000     11   2008
## 1980    0.000000 0.000000   None  None        None 0.000000      6   2008
## 1981    0.000000 0.000000   None  None        None 0.000000      6   2008
## 1982    0.000000 0.000000   None  None        None 0.000000      6   2008
## 1983    0.000000 0.000000   None  None        None 0.000000      2   2008
## 1984    0.000000 0.000000   None  None        None 0.000000     10   2008
## 1985    4.976734 0.000000   None  None        None 0.000000      8   2008
## 1986    0.000000 0.000000   None  None        None 0.000000      5   2008
## 1987    0.000000 0.000000   None  None        None 0.000000      3   2008
## 1988    0.000000 0.000000   None  None        None 0.000000      7   2008
## 1989    0.000000 0.000000   None  None        None 0.000000      7   2008
## 1990    0.000000 0.000000   None  None        None 0.000000      5   2008
## 1991    0.000000 0.000000   None  None        None 0.000000     11   2008
## 1992    0.000000 0.000000   None  None        None 0.000000      7   2008
## 1993    0.000000 0.000000   None  None        None 0.000000      4   2008
## 1994    0.000000 0.000000   None  None        None 0.000000      5   2008
## 1995    0.000000 0.000000   None  None        None 0.000000      5   2008
## 1996    0.000000 0.000000   None  None        None 0.000000      9   2008
## 1997    0.000000 0.000000   None  None        None 0.000000      6   2008
## 1998    0.000000 0.000000   None  None        None 0.000000      7   2008
## 1999    0.000000 0.000000   None  None        None 0.000000      6   2008
## 2000    0.000000 0.000000   None  None        None 0.000000      6   2008
## 2001    0.000000 0.000000   None  None        None 0.000000      7   2008
## 2002    0.000000 0.000000   None  None        None 0.000000      5   2008
## 2003    0.000000 0.000000   None  None        None 0.000000      7   2008
## 2004    0.000000 0.000000   None  None        None 0.000000      2   2008
## 2005    0.000000 0.000000   None  None        None 0.000000      8   2008
## 2006    0.000000 0.000000   None  None        None 0.000000      7   2008
## 2007    0.000000 0.000000   None  None        None 0.000000      6   2008
## 2008    0.000000 0.000000   None  None        None 0.000000      4   2008
## 2009    0.000000 0.000000   None  None        None 0.000000      7   2008
## 2010    0.000000 0.000000   None  None        None 0.000000      7   2008
## 2011    0.000000 0.000000   None  None        None 0.000000      6   2008
## 2012    0.000000 0.000000   None  None        None 0.000000      3   2008
## 2013    0.000000 0.000000   None  None        None 0.000000      4   2008
## 2014    0.000000 0.000000   None  None        None 0.000000     10   2008
## 2015    0.000000 0.000000   None  None        Shed 7.601402     11   2008
## 2016    0.000000 0.000000   None  None        None 0.000000      9   2008
## 2017    0.000000 0.000000   None  None        None 0.000000      5   2008
## 2018    0.000000 0.000000   None MnPrv        Shed 5.993961      8   2008
## 2019    0.000000 0.000000   None  None        None 0.000000      7   2008
## 2020    0.000000 0.000000   None  None        None 0.000000      4   2008
## 2021    0.000000 0.000000   None  None        Shed 6.478510      1   2008
## 2022    0.000000 0.000000   None  None        None 0.000000      7   2008
## 2023    0.000000 0.000000   None GdPrv        None 0.000000      7   2008
## 2024    5.283204 0.000000   None  None        None 0.000000      6   2008
## 2025    0.000000 0.000000   None  None        None 0.000000      6   2008
## 2026    0.000000 0.000000   None  None        None 0.000000      6   2008
## 2027    0.000000 0.000000   None  None        None 0.000000      5   2008
## 2028    0.000000 0.000000   None  None        None 0.000000      3   2008
## 2029    0.000000 0.000000   None  None        None 0.000000      4   2008
## 2030    0.000000 0.000000   None  None        None 0.000000      7   2008
## 2031    0.000000 0.000000   None  None        None 0.000000      7   2008
## 2032    0.000000 0.000000   None  None        None 0.000000      9   2008
## 2033    0.000000 0.000000   None  None        None 0.000000      6   2008
## 2034    0.000000 0.000000   None  None        None 0.000000      6   2008
## 2035    0.000000 0.000000   None  None        None 0.000000      6   2008
## 2036    0.000000 0.000000   None  None        None 0.000000     12   2008
## 2037    0.000000 0.000000   None  None        None 0.000000     12   2008
## 2038    4.553877 0.000000   None  None        None 0.000000      2   2008
## 2039    0.000000 0.000000   None  None        None 0.000000      8   2008
## 2040    0.000000 0.000000   None  None        None 0.000000      6   2008
## 2041    0.000000 0.000000   None  GdWo        None 0.000000      5   2008
## 2042    0.000000 0.000000   None  None        None 0.000000      4   2008
## 2043    5.379897 0.000000   None  None        None 0.000000      5   2008
## 2044    5.262690 0.000000   None  GdWo        None 0.000000     10   2008
## 2045    0.000000 0.000000   None  None        Shed 6.111467      8   2008
## 2046    0.000000 0.000000   None  None        None 0.000000      8   2008
## 2047    0.000000 0.000000   None  None        None 0.000000      6   2008
## 2048    0.000000 0.000000   None  None        None 0.000000      7   2008
## 2049    0.000000 0.000000   None  None        None 0.000000     11   2008
## 2050    0.000000 0.000000   None  None        None 0.000000      5   2008
## 2051    5.303305 0.000000   None  GdWo        None 0.000000      3   2008
## 2052    5.105945 0.000000   None  None        None 0.000000      5   2008
## 2053    0.000000 0.000000   None MnPrv        None 0.000000      8   2008
## 2054    0.000000 0.000000   None  None        None 0.000000      9   2008
## 2055    0.000000 0.000000   None MnPrv        None 0.000000      2   2008
## 2056    0.000000 0.000000   None  None        None 0.000000      9   2008
## 2057    0.000000 0.000000   None MnPrv        None 0.000000      6   2008
## 2058    0.000000 0.000000   None MnPrv        None 0.000000      8   2008
## 2059    4.564348 0.000000   None  None        None 0.000000      5   2008
## 2060    5.549076 0.000000   None  None        None 0.000000      6   2008
## 2061    0.000000 0.000000   None  None        None 0.000000      5   2008
## 2062    0.000000 0.000000   None  None        None 0.000000      4   2008
## 2063    0.000000 0.000000   None MnPrv        None 0.000000      5   2008
## 2064    0.000000 0.000000   None  None        None 0.000000      5   2008
## 2065    0.000000 0.000000   None  GdWo        None 0.000000      7   2008
## 2066    0.000000 0.000000   None  None        Shed 7.313887      9   2008
## 2067    0.000000 0.000000   None  None        None 0.000000     10   2008
## 2068    0.000000 0.000000   None  None        None 0.000000      1   2008
## 2069    0.000000 0.000000   None GdPrv        None 0.000000      8   2008
## 2070    0.000000 0.000000   None  None        None 0.000000      5   2008
## 2071    0.000000 0.000000   None  None        None 0.000000      7   2008
## 2072    0.000000 0.000000   None  GdWo        None 0.000000      6   2008
## 2073    0.000000 0.000000   None  GdWo        Shed 6.111467      6   2008
## 2074    0.000000 0.000000   None MnPrv        Othr 8.779711      4   2008
## 2075    0.000000 0.000000   None  None        None 0.000000      6   2008
## 2076    0.000000 0.000000   None  None        None 0.000000      2   2008
## 2077    0.000000 0.000000   None  None        None 0.000000      5   2008
## 2078    0.000000 0.000000   None  None        None 0.000000     11   2008
## 2079    0.000000 0.000000   None  GdWo        None 0.000000      9   2008
## 2080    0.000000 0.000000   None  GdWo        None 0.000000      6   2008
## 2081    0.000000 0.000000   None  MnWw        None 0.000000      4   2008
## 2082    0.000000 0.000000   None  None        None 0.000000     11   2008
## 2083    0.000000 0.000000   None  None        None 0.000000      3   2008
## 2084    0.000000 0.000000   None  None        None 0.000000      7   2008
## 2085    0.000000 0.000000   None  None        None 0.000000      5   2008
## 2086    0.000000 0.000000   None  None        None 0.000000     12   2008
## 2087    0.000000 0.000000   None  None        None 0.000000      7   2008
## 2088    0.000000 0.000000   None  None        None 0.000000      1   2008
## 2089    0.000000 0.000000   None MnPrv        None 0.000000      8   2008
## 2090    0.000000 0.000000   None  None        None 0.000000      6   2008
## 2091    0.000000 0.000000   None  None        None 0.000000      6   2008
## 2092    0.000000 0.000000   None  None        None 0.000000      5   2008
## 2093    0.000000 0.000000   None  None        None 0.000000      6   2008
## 2094    0.000000 0.000000   None  None        None 0.000000      2   2008
## 2095    0.000000 0.000000   None  None        None 0.000000      5   2008
## 2096    0.000000 0.000000   None  None        None 0.000000      9   2008
## 2097    0.000000 0.000000   None  None        None 0.000000      9   2008
## 2098    0.000000 0.000000   None  None        None 0.000000      6   2008
## 2099    0.000000 0.000000   None  None        None 0.000000      3   2008
## 2100    0.000000 0.000000   None MnPrv        None 0.000000     12   2008
## 2101    0.000000 0.000000   None  None        None 0.000000      2   2008
## 2102    0.000000 0.000000   None MnPrv        None 0.000000      3   2008
## 2103    0.000000 0.000000   None  None        None 0.000000      5   2008
## 2104    0.000000 0.000000   None  None        None 0.000000      4   2008
## 2105    0.000000 0.000000   None  None        None 0.000000      2   2008
## 2106    0.000000 0.000000   None  None        None 0.000000     11   2008
## 2107    0.000000 0.000000   None  None        None 0.000000     12   2008
## 2108    0.000000 0.000000   None  None        None 0.000000      6   2008
## 2109    0.000000 0.000000   None  None        None 0.000000      5   2008
## 2110    0.000000 0.000000   None GdPrv        None 0.000000      7   2008
## 2111    0.000000 0.000000   None  None        None 0.000000      8   2008
## 2112    0.000000 0.000000   None  None        None 0.000000      7   2008
## 2113    0.000000 0.000000   None  None        None 0.000000      5   2008
## 2114    0.000000 0.000000   None MnPrv        Shed 5.993961      4   2008
## 2115    0.000000 0.000000   None GdPrv        None 0.000000      7   2008
## 2116    0.000000 0.000000   None  None        None 0.000000      7   2008
## 2117    0.000000 0.000000   None GdPrv        None 0.000000      5   2008
## 2118    0.000000 0.000000   None  None        None 0.000000      4   2008
## 2119    0.000000 0.000000   None  None        None 0.000000      4   2008
## 2120    0.000000 0.000000   None MnPrv        None 0.000000      4   2008
## 2122    0.000000 0.000000   None  None        None 0.000000      8   2008
## 2123    0.000000 0.000000   None  None        None 0.000000      6   2008
## 2124    0.000000 0.000000   None MnPrv        None 0.000000      1   2008
## 2125    0.000000 0.000000   None  None        None 0.000000     10   2008
## 2126    0.000000 0.000000   None  None        None 0.000000      3   2008
## 2127    0.000000 0.000000   None MnPrv        Shed 6.908755      9   2008
## 2128    0.000000 0.000000   None  None        None 0.000000      6   2008
## 2129    0.000000 0.000000   None  None        None 0.000000      7   2008
## 2130    0.000000 0.000000   None  None        None 0.000000      5   2008
## 2131    0.000000 0.000000   None  None        None 0.000000     11   2008
## 2132    0.000000 0.000000   None  None        None 0.000000      4   2008
## 2133    0.000000 0.000000   None  None        None 0.000000      7   2008
## 2134    0.000000 0.000000   None MnPrv        None 0.000000      8   2008
## 2135    0.000000 0.000000   None  None        None 0.000000      8   2008
## 2136    0.000000 0.000000   None  None        None 0.000000      5   2008
## 2137    0.000000 0.000000   None  None        None 0.000000      9   2008
## 2138    4.174387 0.000000   None MnPrv        None 0.000000      5   2008
## 2139    0.000000 0.000000   None  None        None 0.000000     12   2008
## 2140    0.000000 0.000000   None MnPrv        Shed 6.398595      7   2008
## 2141    0.000000 0.000000   None  GdWo        None 0.000000      5   2008
## 2142    0.000000 0.000000   None MnPrv        None 0.000000      3   2008
## 2143    0.000000 0.000000   None  None        None 0.000000      3   2008
## 2144    0.000000 0.000000   None  None        None 0.000000      1   2008
## 2145    0.000000 0.000000   None  None        None 0.000000      5   2008
## 2146    0.000000 0.000000   None  None        None 0.000000      6   2008
## 2147    0.000000 0.000000   None  None        None 0.000000     12   2008
## 2148    0.000000 0.000000   None MnPrv        None 0.000000      6   2008
## 2149    0.000000 0.000000   None MnPrv        None 0.000000      6   2008
## 2150    0.000000 0.000000   None  None        None 0.000000      4   2008
## 2151    0.000000 0.000000   None  None        None 0.000000      1   2008
## 2153    6.357842 0.000000   None MnPrv        None 0.000000      7   2008
## 2154    0.000000 0.000000   None  None        None 0.000000      4   2008
## 2155    0.000000 0.000000   None  GdWo        None 0.000000     11   2008
## 2156    5.379897 0.000000   None GdPrv        None 0.000000      6   2008
## 2157    0.000000 0.000000   None  None        None 0.000000      4   2008
## 2158    0.000000 0.000000   None  None        None 0.000000     12   2008
## 2159    0.000000 0.000000   None  None        None 0.000000      2   2008
## 2160    0.000000 0.000000   None  None        None 0.000000      3   2008
## 2161    0.000000 0.000000   None  None        None 0.000000      5   2008
## 2162    5.545177 0.000000   None  None        None 0.000000      6   2008
## 2163    0.000000 0.000000   None  None        None 0.000000     12   2008
## 2164    0.000000 0.000000   None  None        None 0.000000      2   2008
## 2165    0.000000 0.000000   None  None        None 0.000000      3   2008
## 2166    0.000000 0.000000   None  None        None 0.000000      8   2008
## 2167    0.000000 0.000000   None  None        None 0.000000      5   2008
## 2168    0.000000 0.000000   None  None        None 0.000000      7   2008
## 2169    0.000000 0.000000   None  None        None 0.000000      6   2008
## 2170    0.000000 0.000000   None  None        Shed 8.412055      5   2008
## 2171    0.000000 0.000000   None  None        None 0.000000      5   2008
## 2172    0.000000 0.000000   None MnPrv        None 0.000000      9   2008
## 2173    5.429346 0.000000   None  None        None 0.000000      8   2008
## 2174    0.000000 0.000000   None  None        None 0.000000      6   2008
## 2175    0.000000 0.000000   None  None        None 0.000000      1   2008
## 2176    0.000000 0.000000   None  None        None 0.000000      6   2008
## 2177    0.000000 0.000000   None  None        None 0.000000      8   2008
## 2178    0.000000 0.000000   None  None        None 0.000000      6   2008
## 2179    0.000000 0.000000   None  None        None 0.000000      2   2008
## 2180    0.000000 0.000000   None  None        None 0.000000      7   2008
## 2181    0.000000 0.000000   None  None        None 0.000000      6   2008
## 2182    0.000000 0.000000   None  None        None 0.000000      2   2008
## 2183    0.000000 0.000000   None  None        None 0.000000      6   2008
## 2184    5.087596 0.000000   None MnPrv        None 0.000000      4   2008
## 2185    0.000000 0.000000   None  None        None 0.000000      4   2008
## 2186    0.000000 0.000000   None  None        None 0.000000      5   2008
## 2187    0.000000 0.000000   None  None        None 0.000000     11   2008
## 2188    0.000000 0.000000   None MnPrv        None 0.000000      2   2008
## 2190    0.000000 0.000000   None  None        None 0.000000      6   2008
## 2191    0.000000 0.000000   None  None        None 0.000000      7   2008
## 2192    0.000000 0.000000   None  None        None 0.000000      5   2008
## 2193    0.000000 0.000000   None  None        None 0.000000      1   2008
## 2194    0.000000 0.000000   None  None        None 0.000000      4   2008
## 2195    0.000000 0.000000   None MnPrv        Gar2 8.006701      5   2008
## 2196    0.000000 0.000000   None  None        None 0.000000     11   2008
## 2197    0.000000 0.000000   None  None        None 0.000000      6   2008
## 2198    0.000000 0.000000   None  None        None 0.000000      4   2008
## 2199    0.000000 0.000000   None  None        None 0.000000      7   2008
## 2200    5.262690 0.000000   None MnPrv        None 0.000000      7   2008
## 2201    0.000000 0.000000   None  None        Shed 5.993961      1   2008
## 2202    0.000000 0.000000   None GdPrv        None 0.000000      6   2008
## 2203    0.000000 0.000000   None  None        None 0.000000      6   2008
## 2204    0.000000 0.000000   None  None        None 0.000000      7   2008
## 2205    4.615121 0.000000   None  None        None 0.000000      3   2008
## 2206    5.402677 0.000000   None MnPrv        None 0.000000      5   2008
## 2207    0.000000 0.000000   None  None        None 0.000000      6   2008
## 2208    0.000000 0.000000   None  None        None 0.000000      4   2008
## 2209    0.000000 0.000000   None MnPrv        None 0.000000      4   2008
## 2210    0.000000 0.000000   None GdPrv        None 0.000000     12   2008
## 2211    0.000000 0.000000   None MnPrv        None 0.000000      7   2008
## 2212    0.000000 0.000000   None  None        None 0.000000      7   2008
## 2213    0.000000 0.000000   None  None        None 0.000000      7   2008
## 2214    4.615121 0.000000   None MnPrv        None 0.000000      7   2008
## 2215    0.000000 0.000000   None  None        None 0.000000      5   2008
## 2216    0.000000 0.000000   None  None        None 0.000000      1   2008
## 2218    0.000000 0.000000   None  None        None 0.000000      7   2008
## 2219    0.000000 0.000000   None  None        None 0.000000      5   2008
## 2220    0.000000 0.000000   None  None        None 0.000000      6   2008
## 2221    0.000000 0.000000   None  None        None 0.000000      8   2008
## 2222    5.049856 0.000000   None  None        None 0.000000      7   2008
## 2223    0.000000 0.000000   None  None        None 0.000000      9   2008
## 2224    0.000000 0.000000   None  None        None 0.000000      9   2008
## 2225    0.000000 0.000000   None  None        None 0.000000     11   2008
## 2226    0.000000 0.000000   None  None        None 0.000000      7   2008
## 2227    0.000000 0.000000   None  None        None 0.000000      7   2008
## 2228    0.000000 0.000000   None  None        None 0.000000      4   2008
## 2229    0.000000 0.000000   None  None        None 0.000000      1   2008
## 2230    0.000000 0.000000   None  None        None 0.000000      4   2008
## 2231    0.000000 0.000000   None  None        None 0.000000     10   2008
## 2232    0.000000 0.000000   None  None        None 0.000000      7   2008
## 2233    0.000000 0.000000   None  None        None 0.000000      3   2008
## 2234    0.000000 0.000000   None  None        None 0.000000      6   2008
## 2235    0.000000 0.000000   None  None        None 0.000000     12   2008
## 2236    0.000000 0.000000   None  None        None 0.000000      1   2008
## 2237    0.000000 0.000000   None  None        None 0.000000      6   2008
## 2238    0.000000 0.000000   None  None        None 0.000000     11   2008
## 2239    0.000000 0.000000   None  None        None 0.000000      2   2008
## 2240    0.000000 0.000000   None  None        None 0.000000      4   2008
## 2241    5.147494 0.000000   None  None        None 0.000000     11   2008
## 2242    0.000000 0.000000   None  None        None 0.000000      6   2008
## 2243    0.000000 0.000000   None  None        None 0.000000      5   2008
## 2244    0.000000 0.000000   None  None        None 0.000000      6   2008
## 2245    0.000000 0.000000   None  GdWo        None 0.000000      7   2008
## 2246    0.000000 0.000000   None  GdWo        Shed 6.216606      2   2008
## 2247    0.000000 0.000000   None  None        None 0.000000      3   2008
## 2248    0.000000 0.000000   None  GdWo        None 0.000000      4   2008
## 2249    0.000000 0.000000   None  None        None 0.000000      7   2008
## 2250    0.000000 0.000000   None  None        None 0.000000      4   2008
## 2252    0.000000 0.000000   None  None        None 0.000000      3   2007
## 2253    0.000000 0.000000   None  None        None 0.000000      3   2007
## 2254    0.000000 0.000000   None MnPrv        None 0.000000      3   2007
## 2255    0.000000 0.000000   None  None        None 0.000000      4   2007
## 2256    0.000000 0.000000   None  None        None 0.000000      8   2007
## 2257    0.000000 0.000000   None  None        None 0.000000      8   2007
## 2258    0.000000 0.000000   None  None        None 0.000000      8   2007
## 2259    0.000000 0.000000   None  None        None 0.000000      7   2007
## 2260    0.000000 0.000000   None MnPrv        None 0.000000      3   2007
## 2261    4.912655 0.000000   None  None        None 0.000000     10   2007
## 2262    0.000000 0.000000   None  None        None 0.000000      8   2007
## 2263    0.000000 0.000000   None  None        None 0.000000      7   2007
## 2264    5.777652 0.000000   None  None        None 0.000000      6   2007
## 2265    0.000000 0.000000   None  None        None 0.000000     11   2007
## 2266    0.000000 0.000000   None  None        None 0.000000      3   2007
## 2267    0.000000 0.000000   None  None        None 0.000000      1   2007
## 2268    5.164786 0.000000   None  None        None 0.000000     10   2007
## 2269    0.000000 0.000000   None  None        None 0.000000      4   2007
## 2270    0.000000 0.000000   None  None        None 0.000000      3   2007
## 2271    0.000000 0.000000   None  None        None 0.000000      9   2007
## 2272    0.000000 0.000000   None  None        None 0.000000      3   2007
## 2273    0.000000 0.000000   None MnPrv        None 0.000000      8   2007
## 2274    0.000000 0.000000   None  None        None 0.000000      8   2007
## 2275    0.000000 0.000000   None  None        None 0.000000      9   2007
## 2276    0.000000 0.000000   None  None        None 0.000000      2   2007
## 2277    0.000000 0.000000   None  None        None 0.000000     11   2007
## 2278    0.000000 0.000000   None  GdWo        None 0.000000      9   2007
## 2279    0.000000 0.000000   None  None        None 0.000000     10   2007
## 2280    0.000000 0.000000   None  GdWo        None 0.000000      7   2007
## 2281    0.000000 0.000000   None  None        None 0.000000      7   2007
## 2282    0.000000 0.000000   None  None        None 0.000000     10   2007
## 2283    0.000000 0.000000   None  None        None 0.000000      2   2007
## 2284    0.000000 0.000000   None  None        None 0.000000     12   2007
## 2285    0.000000 0.000000   None  None        None 0.000000      4   2007
## 2286    0.000000 0.000000   None  None        None 0.000000     11   2007
## 2287    0.000000 0.000000   None  None        None 0.000000      8   2007
## 2288    0.000000 0.000000   None  None        None 0.000000      6   2007
## 2289    0.000000 0.000000   None  None        None 0.000000     11   2007
## 2290    0.000000 0.000000   None  None        None 0.000000     12   2007
## 2291    0.000000 0.000000   None  None        None 0.000000      3   2007
## 2292    5.170484 0.000000   None  None        None 0.000000      8   2007
## 2293    0.000000 0.000000   None  None        None 0.000000     10   2007
## 2294    0.000000 0.000000   None  None        None 0.000000      5   2007
## 2295    0.000000 0.000000   None  None        None 0.000000      8   2007
## 2296    0.000000 0.000000   None  None        None 0.000000      6   2007
## 2297    0.000000 0.000000   None  None        None 0.000000      9   2007
## 2298    0.000000 0.000000   None  None        None 0.000000      6   2007
## 2299    0.000000 0.000000   None  None        None 0.000000      8   2007
## 2300    0.000000 0.000000   None  None        None 0.000000      1   2007
## 2301    0.000000 0.000000   None  None        None 0.000000      8   2007
## 2302    0.000000 0.000000   None  None        None 0.000000      5   2007
## 2303    0.000000 0.000000   None  None        None 0.000000      1   2007
## 2304    0.000000 0.000000   None  None        None 0.000000      2   2007
## 2305    0.000000 0.000000   None  None        None 0.000000      8   2007
## 2306    0.000000 0.000000   None  None        None 0.000000      5   2007
## 2307    0.000000 0.000000   None  None        None 0.000000      6   2007
## 2308    0.000000 0.000000   None  None        None 0.000000      5   2007
## 2309    0.000000 0.000000   None  None        None 0.000000      5   2007
## 2310    0.000000 0.000000   None  None        None 0.000000      9   2007
## 2311    0.000000 0.000000   None  None        None 0.000000      3   2007
## 2312    0.000000 0.000000   None  None        None 0.000000      5   2007
## 2313    0.000000 0.000000   None  None        None 0.000000      6   2007
## 2314    0.000000 0.000000   None  None        None 0.000000      5   2007
## 2315    0.000000 0.000000   None  None        None 0.000000      3   2007
## 2316    0.000000 0.000000   None  None        None 0.000000      6   2007
## 2317    0.000000 0.000000   None  None        Shed 7.601402      6   2007
## 2318    0.000000 0.000000   None  None        None 0.000000     12   2007
## 2319    0.000000 0.000000   None  None        None 0.000000      7   2007
## 2320    0.000000 0.000000   None  None        None 0.000000      8   2007
## 2321    0.000000 0.000000   None  None        None 0.000000     11   2007
## 2322    0.000000 0.000000   None  None        None 0.000000      8   2007
## 2323    0.000000 0.000000   None  None        None 0.000000      4   2007
## 2324    0.000000 0.000000   None  None        None 0.000000      6   2007
## 2325    0.000000 0.000000   None  None        None 0.000000      4   2007
## 2326    0.000000 0.000000   None  None        None 0.000000     10   2007
## 2327    0.000000 0.000000   None  None        None 0.000000      7   2007
## 2328    0.000000 0.000000   None  None        None 0.000000      7   2007
## 2329    0.000000 0.000000   None  None        None 0.000000      6   2007
## 2330    0.000000 0.000000   None  None        None 0.000000      5   2007
## 2331    0.000000 0.000000   None  None        None 0.000000      6   2007
## 2332    0.000000 0.000000   None  None        None 0.000000      7   2007
## 2333    0.000000 0.000000   None  None        None 0.000000      1   2007
## 2334    0.000000 0.000000   None  None        None 0.000000      5   2007
## 2335    4.976734 0.000000   None  None        None 0.000000      9   2007
## 2336    0.000000 0.000000   None  None        None 0.000000      5   2007
## 2337    0.000000 0.000000   None  None        None 0.000000      9   2007
## 2338    0.000000 0.000000   None  None        None 0.000000      7   2007
## 2339    0.000000 0.000000   None  None        None 0.000000      1   2007
## 2340    0.000000 0.000000   None  None        None 0.000000     10   2007
## 2341    0.000000 0.000000   None  None        None 0.000000      9   2007
## 2342    0.000000 0.000000   None  None        None 0.000000     12   2007
## 2343    0.000000 0.000000   None  None        None 0.000000      4   2007
## 2344    0.000000 0.000000   None  None        None 0.000000      7   2007
## 2345    0.000000 0.000000   None  None        None 0.000000      3   2007
## 2346    0.000000 0.000000   None  None        None 0.000000     11   2007
## 2347    0.000000 0.000000   None  None        None 0.000000      6   2007
## 2348    0.000000 0.000000   None  None        None 0.000000     11   2007
## 2349    0.000000 0.000000   None  None        None 0.000000      7   2007
## 2350    0.000000 0.000000   None  None        None 0.000000     12   2007
## 2351    0.000000 0.000000   None  None        None 0.000000      5   2007
## 2352    0.000000 0.000000   None  None        None 0.000000      4   2007
## 2353    0.000000 0.000000   None  None        None 0.000000      6   2007
## 2354    0.000000 0.000000   None  None        None 0.000000      6   2007
## 2355    0.000000 0.000000   None  None        None 0.000000     10   2007
## 2356    0.000000 0.000000   None  None        None 0.000000      5   2007
## 2357    0.000000 0.000000   None  None        None 0.000000      6   2007
## 2358    0.000000 0.000000   None GdPrv        None 0.000000      5   2007
## 2359    0.000000 0.000000   None MnPrv        None 0.000000      7   2007
## 2360    0.000000 0.000000   None  None        None 0.000000      3   2007
## 2361    0.000000 0.000000   None  None        None 0.000000      6   2007
## 2362    5.209486 0.000000   None  None        None 0.000000      2   2007
## 2363    0.000000 0.000000   None  None        None 0.000000      8   2007
## 2364    0.000000 0.000000   None  None        None 0.000000      1   2007
## 2365    0.000000 0.000000   None  None        None 0.000000      7   2007
## 2366    0.000000 0.000000   None  None        None 0.000000      2   2007
## 2367    0.000000 0.000000   None  None        None 0.000000      2   2007
## 2368    0.000000 0.000000   None  None        None 0.000000      8   2007
## 2369    0.000000 0.000000   None  None        None 0.000000      7   2007
## 2370    0.000000 0.000000   None  None        None 0.000000      9   2007
## 2371    0.000000 0.000000   None  None        None 0.000000      9   2007
## 2372    0.000000 0.000000   None  None        None 0.000000     12   2007
## 2373    5.198497 0.000000   None  None        None 0.000000      8   2007
## 2374    4.976734 0.000000   None  None        None 0.000000      6   2007
## 2375    5.384495 0.000000   None  None        None 0.000000      5   2007
## 2376    0.000000 0.000000   None  None        None 0.000000      3   2007
## 2377    0.000000 0.000000   None  None        None 0.000000      3   2007
## 2378    0.000000 0.000000   None  None        None 0.000000      9   2007
## 2379    0.000000 0.000000   None  None        None 0.000000      6   2007
## 2380    0.000000 0.000000   None  None        None 0.000000      1   2007
## 2381    5.303305 0.000000   None  None        None 0.000000      4   2007
## 2382    5.549076 0.000000   None  None        None 0.000000      5   2007
## 2383    0.000000 0.000000   None  None        None 0.000000      7   2007
## 2384    0.000000 0.000000   None  None        None 0.000000      8   2007
## 2385    0.000000 0.000000   None MnPrv        Shed 5.993961     11   2007
## 2386    0.000000 0.000000   None  None        None 0.000000      2   2007
## 2387    0.000000 0.000000   None  None        None 0.000000      3   2007
## 2388    0.000000 0.000000   None  None        None 0.000000      4   2007
## 2389    0.000000 0.000000   None  GdWo        None 0.000000      1   2007
## 2390    0.000000 0.000000   None  None        None 0.000000      8   2007
## 2391    0.000000 0.000000   None GdPrv        None 0.000000      2   2007
## 2392    0.000000 0.000000   None  None        None 0.000000      1   2007
## 2393    0.000000 0.000000   None MnPrv        None 0.000000     10   2007
## 2394    0.000000 0.000000   None GdPrv        None 0.000000      5   2007
## 2395    5.087596 0.000000   None MnPrv        None 0.000000      7   2007
## 2396    0.000000 0.000000   None MnPrv        None 0.000000      8   2007
## 2397    5.308268 0.000000   None  None        None 0.000000      7   2007
## 2398    5.262690 0.000000   None MnPrv        None 0.000000     10   2007
## 2399    0.000000 0.000000   None MnPrv        None 0.000000      4   2007
## 2400    0.000000 0.000000   None MnPrv        Shed 7.601402      7   2007
## 2401    0.000000 0.000000   None  None        None 0.000000      7   2007
## 2402    5.170484 0.000000   None MnPrv        None 0.000000     10   2007
## 2403    0.000000 0.000000   None  None        None 0.000000      5   2007
## 2404    0.000000 0.000000   None  None        None 0.000000      6   2007
## 2405    5.129899 0.000000   None  None        None 0.000000      5   2007
## 2406    0.000000 0.000000   None  None        None 0.000000      9   2007
## 2407    0.000000 0.000000   None  None        None 0.000000     12   2007
## 2408    4.700480 0.000000   None  None        None 0.000000      7   2007
## 2409    0.000000 0.000000   None  None        None 0.000000      6   2007
## 2410    0.000000 0.000000   None  None        None 0.000000      4   2007
## 2411    0.000000 0.000000   None  GdWo        None 0.000000      4   2007
## 2412    0.000000 0.000000   None  None        None 0.000000      6   2007
## 2413    0.000000 0.000000   None  None        None 0.000000      8   2007
## 2414    0.000000 0.000000   None  None        None 0.000000      7   2007
## 2415    0.000000 0.000000   None  None        None 0.000000     12   2007
## 2416    0.000000 0.000000   None  None        None 0.000000      4   2007
## 2417    0.000000 0.000000   None MnPrv        None 0.000000      6   2007
## 2418    0.000000 0.000000   None  None        None 0.000000      6   2007
## 2419    0.000000 0.000000   None  None        None 0.000000      8   2007
## 2420    0.000000 0.000000   None  GdWo        None 0.000000      3   2007
## 2421    0.000000 5.910797   None GdPrv        None 0.000000      2   2007
## 2422    0.000000 0.000000   None MnPrv        Shed 5.993961      6   2007
## 2423    0.000000 0.000000   None  None        None 0.000000      4   2007
## 2424    0.000000 0.000000   None  GdWo        None 0.000000      6   2007
## 2425    5.056246 0.000000   None  None        None 0.000000     11   2007
## 2426    0.000000 0.000000   None  None        None 0.000000      8   2007
## 2427    0.000000 0.000000   None  None        None 0.000000      7   2007
## 2428    5.111988 0.000000   None MnPrv        None 0.000000     10   2007
## 2429    0.000000 0.000000   None  None        None 0.000000      2   2007
## 2430    0.000000 0.000000   None  None        None 0.000000      8   2007
## 2431    0.000000 0.000000   None  None        None 0.000000     11   2007
## 2432    0.000000 0.000000   None  None        Shed 0.000000      7   2007
## 2433    5.420535 0.000000   None  None        None 0.000000      3   2007
## 2434    0.000000 0.000000   None  None        None 0.000000      5   2007
## 2435    0.000000 0.000000   None MnPrv        None 0.000000     11   2007
## 2436    0.000000 0.000000   None  None        None 0.000000      7   2007
## 2437    0.000000 0.000000   None  None        None 0.000000     12   2007
## 2438    0.000000 0.000000   None  None        None 0.000000     10   2007
## 2439    0.000000 0.000000   None  None        None 0.000000      4   2007
## 2440    0.000000 0.000000   None  None        None 0.000000      7   2007
## 2441    0.000000 0.000000   None MnPrv        None 0.000000      2   2007
## 2442    0.000000 0.000000   None  None        None 0.000000      7   2007
## 2443    0.000000 0.000000   None  None        None 0.000000      5   2007
## 2444    0.000000 0.000000   None MnPrv        None 0.000000      6   2007
## 2445    0.000000 0.000000   None  None        None 0.000000      5   2007
## 2446    0.000000 0.000000   None MnPrv        None 0.000000      5   2007
## 2447    0.000000 0.000000   None MnPrv        None 0.000000      5   2007
## 2448    0.000000 0.000000   None  None        None 0.000000      3   2007
## 2449    0.000000 0.000000   None  None        None 0.000000      6   2007
## 2450    0.000000 0.000000   None  None        None 0.000000     11   2007
## 2451    0.000000 0.000000   None MnPrv        None 0.000000      7   2007
## 2452    0.000000 0.000000   None MnPrv        None 0.000000      2   2007
## 2453    0.000000 0.000000   None  None        None 0.000000      5   2007
## 2454    0.000000 0.000000   None  None        None 0.000000      5   2007
## 2455    5.017280 0.000000   None  None        None 0.000000      8   2007
## 2456    0.000000 0.000000   None  None        None 0.000000      3   2007
## 2457    0.000000 0.000000   None  None        None 0.000000      3   2007
## 2458    0.000000 0.000000   None  GdWo        None 0.000000      2   2007
## 2459    0.000000 0.000000   None MnPrv        None 0.000000      7   2007
## 2460    0.000000 0.000000   None  None        None 0.000000      3   2007
## 2461    0.000000 0.000000   None MnPrv        None 0.000000      7   2007
## 2462    0.000000 0.000000   None GdPrv        None 0.000000      7   2007
## 2463    0.000000 0.000000   None  None        None 0.000000      8   2007
## 2464    0.000000 0.000000   None MnPrv        None 0.000000      5   2007
## 2465    0.000000 0.000000   None  None        None 0.000000      2   2007
## 2466    0.000000 0.000000   None  None        None 0.000000     10   2007
## 2467    0.000000 0.000000   None GdPrv        None 0.000000      9   2007
## 2468    0.000000 0.000000   None MnPrv        None 0.000000      9   2007
## 2469    0.000000 0.000000   None MnPrv        None 0.000000      9   2007
## 2470    0.000000 0.000000   None  None        None 0.000000      4   2007
## 2471    5.379897 0.000000   None  None        None 0.000000      4   2007
## 2472    0.000000 0.000000   None  None        None 0.000000      5   2007
## 2473    0.000000 0.000000   None  None        None 0.000000      2   2007
## 2475    0.000000 0.000000   None  None        None 0.000000      4   2007
## 2476    0.000000 0.000000   None MnPrv        None 0.000000      7   2007
## 2477    0.000000 0.000000   None MnPrv        None 0.000000      3   2007
## 2478    0.000000 0.000000   None  None        None 0.000000     11   2007
## 2479    0.000000 0.000000   None MnPrv        None 0.000000      7   2007
## 2480    0.000000 0.000000   None  None        None 0.000000      5   2007
## 2481    0.000000 0.000000   None MnPrv        None 0.000000      2   2007
## 2482    0.000000 0.000000   None GdPrv        None 0.000000      5   2007
## 2483    0.000000 0.000000   None  None        None 0.000000      1   2007
## 2484    0.000000 0.000000   None  None        None 0.000000      6   2007
## 2485    0.000000 0.000000   None MnPrv        None 0.000000      7   2007
## 2486    0.000000 0.000000   None  None        None 0.000000     12   2007
## 2487    0.000000 0.000000   None  None        Shed 6.216606      5   2007
## 2488    4.844187 0.000000   None MnPrv        None 0.000000      7   2007
## 2489    0.000000 0.000000   None  None        None 0.000000     10   2007
## 2491    0.000000 0.000000   None  None        None 0.000000      5   2007
## 2492    5.129899 0.000000   None GdPrv        None 0.000000      2   2007
## 2493    0.000000 0.000000   None  None        None 0.000000      7   2007
## 2494    0.000000 0.000000   None  None        None 0.000000      3   2007
## 2495    0.000000 0.000000   None  None        None 0.000000      7   2007
## 2496    4.976734 0.000000   None  None        None 0.000000      7   2007
## 2497    0.000000 0.000000   None  None        None 0.000000      5   2007
## 2498    0.000000 0.000000   None  None        None 0.000000      5   2007
## 2499    0.000000 0.000000   None  None        None 0.000000      8   2007
## 2500    0.000000 0.000000   None  None        None 0.000000      7   2007
## 2501    0.000000 0.000000   None  None        None 0.000000      4   2007
## 2502    0.000000 0.000000   None  None        None 0.000000      7   2007
## 2503    0.000000 0.000000   None MnPrv        None 0.000000      3   2007
## 2504    0.000000 6.098074   None  None        None 0.000000      4   2007
## 2505    0.000000 0.000000   None  None        None 0.000000      7   2007
## 2506    0.000000 0.000000   None  None        None 0.000000      9   2007
## 2507    0.000000 0.000000   None  None        None 0.000000      6   2007
## 2508    0.000000 0.000000   None  None        None 0.000000      9   2007
## 2509    0.000000 0.000000   None  None        None 0.000000      6   2007
## 2510    0.000000 0.000000   None  None        None 0.000000      6   2007
## 2511    0.000000 0.000000   None  None        None 0.000000      7   2007
## 2512    0.000000 0.000000   None  None        None 0.000000     10   2007
## 2513    4.976734 0.000000   None GdPrv        None 0.000000      5   2007
## 2514    0.000000 0.000000   None  None        None 0.000000      5   2007
## 2515    0.000000 0.000000   None  None        None 0.000000      8   2007
## 2516    0.000000 0.000000   None  None        None 0.000000      5   2007
## 2517    0.000000 0.000000   None  None        None 0.000000      7   2007
## 2518    0.000000 0.000000   None GdPrv        None 0.000000      7   2007
## 2519    0.000000 0.000000   None  None        None 0.000000      3   2007
## 2520    0.000000 0.000000   None  None        None 0.000000      3   2007
## 2521    0.000000 0.000000   None  None        None 0.000000      2   2007
## 2522    0.000000 0.000000   None  None        None 0.000000      7   2007
## 2523    0.000000 0.000000   None  None        None 0.000000      8   2007
## 2524    0.000000 0.000000   None  None        None 0.000000      7   2007
## 2525    0.000000 0.000000   None MnPrv        None 0.000000      6   2007
## 2526    0.000000 0.000000   None MnPrv        None 0.000000      1   2007
## 2527    0.000000 0.000000   None MnPrv        None 0.000000      1   2007
## 2528    0.000000 0.000000   None  None        None 0.000000      9   2007
## 2529    0.000000 0.000000   None  None        None 0.000000      9   2007
## 2530    0.000000 0.000000   None  None        None 0.000000     10   2007
## 2531    4.762174 0.000000   None  None        None 0.000000      1   2007
## 2532    0.000000 0.000000   None  None        None 0.000000      6   2007
## 2533    0.000000 0.000000   None  None        None 0.000000      8   2007
## 2534    0.000000 0.000000   None  None        None 0.000000      6   2007
## 2535    0.000000 0.000000   None  None        None 0.000000      1   2007
## 2536    0.000000 0.000000   None  None        None 0.000000      6   2007
## 2537    0.000000 0.000000   None  None        None 0.000000      1   2007
## 2538    0.000000 0.000000   None  None        None 0.000000      6   2007
## 2539    0.000000 0.000000   None  None        None 0.000000     10   2007
## 2540    0.000000 0.000000   None  None        None 0.000000      7   2007
## 2541    0.000000 0.000000   None  None        None 0.000000      5   2007
## 2542    0.000000 0.000000   None  None        None 0.000000      6   2007
## 2543    0.000000 0.000000   None  None        Shed 6.111467      8   2007
## 2544    0.000000 0.000000   None  None        None 0.000000      6   2007
## 2545    4.615121 0.000000   None  None        None 0.000000      7   2007
## 2546    0.000000 0.000000   None GdPrv        None 0.000000      6   2007
## 2547    0.000000 0.000000   None  None        None 0.000000      4   2007
## 2548    0.000000 0.000000   None  None        None 0.000000      2   2007
## 2549    0.000000 0.000000   None  None        None 0.000000      5   2007
## 2550    0.000000 0.000000   None  None        None 9.741027     10   2007
## 2551    0.000000 0.000000   None  None        None 0.000000      5   2007
## 2552    0.000000 0.000000   None  None        None 0.000000     12   2007
## 2553    0.000000 0.000000   None  None        None 0.000000      9   2007
## 2554    0.000000 0.000000   None  GdWo        None 0.000000      7   2007
## 2555    0.000000 0.000000   None  None        None 0.000000      8   2007
## 2556    0.000000 0.000000   None MnPrv        None 0.000000      7   2007
## 2557    0.000000 0.000000   None  None        None 0.000000     10   2007
## 2558    0.000000 0.000000   None  None        Shed 7.321850      1   2007
## 2559    0.000000 0.000000   None MnPrv        None 0.000000      4   2007
## 2560    0.000000 0.000000   None  None        None 0.000000      8   2007
## 2561    0.000000 0.000000   None MnPrv        None 0.000000      6   2007
## 2562    0.000000 0.000000   None  None        None 0.000000      4   2007
## 2563    0.000000 0.000000   None MnPrv        None 0.000000      7   2007
## 2564    5.036953 0.000000   None GdPrv        None 0.000000     10   2007
## 2565    5.433722 0.000000   None  None        None 0.000000      6   2007
## 2566    0.000000 0.000000   None  None        None 0.000000     11   2007
## 2567    4.976734 0.000000   None MnPrv        None 0.000000     10   2007
## 2568    0.000000 0.000000   None  None        None 0.000000      5   2007
## 2569    0.000000 0.000000   None  None        None 0.000000      9   2007
## 2570    0.000000 0.000000   None MnPrv        None 0.000000     12   2007
## 2571    0.000000 0.000000   None  None        None 0.000000      6   2007
## 2572    0.000000 0.000000   None  None        None 0.000000      3   2007
## 2573    0.000000 0.000000   None  GdWo        None 0.000000      2   2007
## 2574    0.000000 5.433722     Ex  None        None 0.000000      8   2007
## 2575    0.000000 0.000000   None MnPrv        None 0.000000      5   2007
## 2576    0.000000 0.000000   None  None        None 0.000000      9   2007
## 2578    0.000000 0.000000   None  None        None 0.000000      9   2007
## 2579    0.000000 0.000000   None  None        None 0.000000      3   2007
## 2580    0.000000 0.000000   None  None        None 0.000000      6   2007
## 2581    0.000000 0.000000   None  None        None 0.000000      8   2007
## 2582    0.000000 0.000000   None  None        None 0.000000     11   2007
## 2583    5.036953 0.000000   None  None        None 0.000000     10   2007
## 2584    0.000000 0.000000   None MnPrv        None 0.000000      1   2007
## 2585    0.000000 0.000000   None  None        None 0.000000     12   2007
## 2586    4.983607 0.000000   None  None        None 0.000000      7   2007
## 2587    0.000000 0.000000   None  None        None 0.000000      5   2007
## 2588    0.000000 0.000000   None  None        None 0.000000      3   2007
## 2589    0.000000 0.000000   None  None        None 0.000000      4   2007
## 2590    0.000000 0.000000   None  None        None 0.000000     10   2007
## 2591    4.934474 0.000000   None GdPrv        None 0.000000      7   2007
## 2592    0.000000 0.000000   None  None        None 0.000000      4   2007
## 2593    0.000000 0.000000   None  None        None 0.000000      9   2007
## 2594    0.000000 0.000000   None  None        None 0.000000      7   2007
## 2595    0.000000 0.000000   None  None        None 0.000000      1   2007
## 2596    0.000000 0.000000   None  None        None 0.000000      4   2007
## 2597    0.000000 0.000000   None  None        None 0.000000     11   2007
## 2598    0.000000 0.000000   None  None        None 0.000000      7   2007
## 2599    4.691348 0.000000   None  None        None 0.000000      9   2007
## 2600    0.000000 6.331502   None GdPrv        None 0.000000      6   2007
## 2601    0.000000 0.000000   None  None        None 0.000000      6   2007
## 2602    0.000000 0.000000   None  None        None 0.000000      5   2007
## 2603    0.000000 0.000000   None  None        None 0.000000      7   2007
## 2604    0.000000 0.000000   None  None        None 0.000000      5   2007
## 2605    0.000000 0.000000   None  GdWo        None 0.000000      4   2007
## 2606    0.000000 0.000000   None MnPrv        None 0.000000      7   2007
## 2607    0.000000 0.000000   None MnPrv        None 0.000000      9   2007
## 2608    0.000000 0.000000   None GdPrv        None 0.000000      5   2007
## 2609    5.484797 0.000000   None GdPrv        None 0.000000      6   2007
## 2610    0.000000 0.000000   None  GdWo        None 0.000000      9   2007
## 2611    0.000000 0.000000   None  None        None 0.000000     11   2007
## 2612    4.488636 0.000000   None MnPrv        None 0.000000      6   2007
## 2613    0.000000 0.000000   None MnPrv        None 0.000000      5   2007
## 2614    0.000000 0.000000   None  None        None 0.000000     12   2007
## 2615    0.000000 0.000000   None  None        None 0.000000      5   2006
## 2616    5.638355 0.000000   None  None        None 0.000000      8   2006
## 2617    0.000000 0.000000   None  None        None 0.000000      6   2006
## 2618    0.000000 0.000000   None  None        None 0.000000     10   2006
## 2619    0.000000 0.000000   None  None        None 0.000000      3   2006
## 2620    0.000000 0.000000   None  None        None 0.000000      5   2006
## 2621    0.000000 0.000000   None  None        None 0.000000      2   2006
## 2622    0.000000 0.000000   None  None        None 0.000000      5   2006
## 2623    0.000000 0.000000   None  None        None 0.000000      1   2006
## 2624    4.753590 0.000000   None  None        None 0.000000      5   2006
## 2625    0.000000 0.000000   None  None        None 0.000000     12   2006
## 2626    4.976734 0.000000   None MnPrv        None 0.000000      7   2006
## 2627    0.000000 0.000000   None  None        None 0.000000      8   2006
## 2628    0.000000 0.000000   None  None        None 0.000000      3   2006
## 2629    0.000000 0.000000   None  None        None 0.000000      9   2006
## 2630    0.000000 0.000000   None  None        None 0.000000      7   2006
## 2631    0.000000 0.000000   None  None        None 0.000000      7   2006
## 2632    0.000000 0.000000   None  None        None 0.000000      1   2006
## 2633    0.000000 0.000000   None  None        None 0.000000      8   2006
## 2634    4.820282 0.000000   None  None        None 0.000000      9   2006
## 2635    0.000000 0.000000   None  None        None 0.000000      6   2006
## 2636    0.000000 0.000000   None GdPrv        None 0.000000      7   2006
## 2637    0.000000 0.000000   None  None        None 0.000000      7   2006
## 2638    0.000000 0.000000   None  None        None 0.000000      6   2006
## 2639    0.000000 0.000000   None  None        None 0.000000      6   2006
## 2640    0.000000 0.000000   None  GdWo        None 0.000000      6   2006
## 2641    0.000000 0.000000   None  None        None 0.000000      3   2006
## 2642    0.000000 0.000000   None  None        None 0.000000      9   2006
## 2643    0.000000 0.000000   None  None        None 0.000000     12   2006
## 2644    0.000000 0.000000   None  None        None 0.000000      6   2006
## 2645    0.000000 0.000000   None  None        None 0.000000      7   2006
## 2646    0.000000 0.000000   None  None        None 0.000000      7   2006
## 2647    0.000000 0.000000   None GdPrv        None 0.000000     10   2006
## 2648    5.420535 0.000000   None  None        None 0.000000      7   2006
## 2649    0.000000 0.000000   None  None        None 0.000000      9   2006
## 2650    0.000000 0.000000   None  None        None 0.000000      4   2006
## 2651    0.000000 0.000000   None  None        None 0.000000      7   2006
## 2652    0.000000 0.000000   None  None        None 0.000000      8   2006
## 2653    0.000000 0.000000   None  None        None 0.000000      7   2006
## 2654    0.000000 0.000000   None  None        None 0.000000      9   2006
## 2655    5.056246 0.000000   None  None        None 0.000000      6   2006
## 2656    0.000000 0.000000   None  None        None 0.000000      8   2006
## 2657    0.000000 0.000000   None  None        None 0.000000      5   2006
## 2658    0.000000 0.000000   None  None        None 0.000000      7   2006
## 2659    0.000000 0.000000   None  None        None 0.000000     11   2006
## 2660    0.000000 0.000000   None  None        None 0.000000      8   2006
## 2661    0.000000 0.000000   None  None        None 0.000000      3   2006
## 2662    0.000000 0.000000   None  None        None 0.000000      8   2006
## 2663    0.000000 0.000000   None  None        None 0.000000      2   2006
## 2664    0.000000 0.000000   None  None        None 0.000000      3   2006
## 2665    0.000000 0.000000   None  None        None 0.000000      6   2006
## 2666    0.000000 0.000000   None  None        None 0.000000      6   2006
## 2667    0.000000 0.000000   None  None        None 0.000000      2   2006
## 2668    0.000000 0.000000   None  None        None 0.000000      9   2006
## 2669    0.000000 0.000000   None  None        None 0.000000      7   2006
## 2670    0.000000 0.000000   None  None        None 0.000000      6   2006
## 2671    0.000000 0.000000   None  None        None 0.000000     10   2006
## 2672    0.000000 0.000000   None  None        None 0.000000     11   2006
## 2673    0.000000 0.000000   None  None        None 0.000000      5   2006
## 2674    0.000000 0.000000   None  None        None 0.000000      9   2006
## 2675    0.000000 0.000000   None  None        None 0.000000      6   2006
## 2676    0.000000 0.000000   None  None        None 0.000000      7   2006
## 2677    0.000000 0.000000   None  None        None 0.000000      4   2006
## 2678    0.000000 0.000000   None  None        None 0.000000      8   2006
## 2679    0.000000 0.000000   None  None        None 0.000000      2   2006
## 2680    0.000000 0.000000   None  None        None 0.000000      6   2006
## 2681    0.000000 0.000000   None  None        None 0.000000      3   2006
## 2682    0.000000 0.000000   None  None        None 0.000000      6   2006
## 2683    5.351858 0.000000   None  None        None 0.000000      5   2006
## 2684    0.000000 0.000000   None GdPrv        None 0.000000      6   2006
## 2685    0.000000 0.000000   None  None        None 0.000000     10   2006
## 2686    0.000000 0.000000   None  None        None 0.000000      1   2006
## 2687    0.000000 0.000000   None  None        None 0.000000      9   2006
## 2688    0.000000 0.000000   None  None        None 0.000000      9   2006
## 2689    0.000000 0.000000   None  None        None 0.000000     10   2006
## 2690    0.000000 0.000000   None  None        None 0.000000     11   2006
##      SaleType SaleCondition SalePrice isTrain
## 1461       WD        Normal 116258.78       0
## 1462       WD        Normal 159954.97       0
## 1463       WD        Normal 188711.90       0
## 1464       WD        Normal 206285.72       0
## 1465       WD        Normal 202040.25       0
## 1466       WD        Normal 165135.40       0
## 1467       WD        Normal 177297.11       0
## 1468       WD        Normal 157506.61       0
## 1469       WD        Normal 185857.09       0
## 1470       WD        Normal 123236.10       0
## 1471       WD        Normal 182675.14       0
## 1472      COD        Normal  90979.45       0
## 1473       WD        Normal  91596.34       0
## 1474       WD        Normal 151149.62       0
## 1475       WD        Normal 110244.08       0
## 1476      New       Partial 363113.88       0
## 1477      New       Partial 246851.38       0
## 1478       WD        Normal 326842.63       0
## 1479       WD        Normal 321077.30       0
## 1480       WD        Normal 456855.97       0
## 1481       WD        Normal 339061.15       0
## 1482       WD        Normal 220371.25       0
## 1483       WD        Normal 182849.71       0
## 1484       WD        Normal 166875.29       0
## 1485       WD        Normal 181835.37       0
## 1486       WD        Normal 189969.92       0
## 1487       WD        Normal 349871.07       0
## 1488       WD        Normal 217717.98       0
## 1489      New       Partial 192197.51       0
## 1490       WD        Normal 244897.97       0
## 1491       WD        Normal 192634.13       0
## 1492       WD        Normal  94595.94       0
## 1493       WD       Abnorml 183390.20       0
## 1494       WD        Normal 288882.06       0
## 1495       WD        Normal 288303.91       0
## 1496       WD        Normal 242242.88       0
## 1497       WD        Normal 180649.43       0
## 1498    ConLD        Normal 165594.98       0
## 1499       WD        Normal 156175.95       0
## 1500       WD        Normal 153455.33       0
## 1501       WD        Normal 171651.75       0
## 1502       WD        Normal 144094.97       0
## 1503      New       Partial 290310.34       0
## 1504       WD        Normal 238357.46       0
## 1505       WD        Normal 221196.18       0
## 1506       WD        Normal 186954.32       0
## 1507       WD        Normal 234891.41       0
## 1508       WD        Normal 204574.60       0
## 1509       WD        Normal 161443.02       0
## 1510       WD        Normal 138523.45       0
## 1511    ConLD        Normal 142567.09       0
## 1512       WD        Normal 172959.04       0
## 1513      COD        Family 141932.28       0
## 1514      Oth       Abnorml 151991.16       0
## 1515       WD        Normal 198324.18       0
## 1516       WD        Normal 158609.14       0
## 1517       WD        Normal 178630.45       0
## 1518       WD        Normal 137556.99       0
## 1519       WD        Normal 204133.97       0
## 1520       WD        Normal 126940.14       0
## 1521       WD        Normal 130689.99       0
## 1522       WD        Normal 162963.06       0
## 1523       WD        Normal 113552.64       0
## 1524       WD        Normal 129015.32       0
## 1525       WD        Normal 121713.71       0
## 1526       WD       Abnorml 116254.88       0
## 1527       WD        Normal 104222.70       0
## 1528       WD        Normal 133037.71       0
## 1529       WD        Normal 148480.83       0
## 1530       WD        Normal 185551.29       0
## 1531      COD       Abnorml 107342.99       0
## 1532       WD        Normal  94292.77       0
## 1533       WD        Normal 153637.79       0
## 1534       WD        Normal 121892.57       0
## 1535       WD        Normal 150080.60       0
## 1536       WD        Normal 105284.78       0
## 1537       WD       Abnorml  65074.76       0
## 1538       WD       Abnorml 147575.97       0
## 1539       WD        Normal 181540.16       0
## 1540       WD       Abnorml 102215.69       0
## 1541       WD        Normal 143320.79       0
## 1542       WD        Normal 145057.92       0
## 1543       WD        Normal 181880.99       0
## 1544       WD        Normal  88400.40       0
## 1545       WD       Abnorml 119564.31       0
## 1546       WD        Normal 134079.67       0
## 1547       WD        Normal 132229.22       0
## 1548       WD        Normal 136973.47       0
## 1549       WD        Normal 119819.66       0
## 1550       WD        Normal 133090.45       0
## 1551       WD        Normal 100874.41       0
## 1552       WD        Normal 130888.30       0
## 1553       WD        Normal 137034.67       0
## 1554       WD        Normal 115897.00       0
## 1555       WD        Normal 150968.08       0
## 1557    ConLD        Normal 110731.53       0
## 1558       WD        Normal 111694.36       0
## 1559       WD       Abnorml  66579.30       0
## 1560      COD        Normal 134234.56       0
## 1561       WD        Normal 134209.22       0
## 1562       WD        Normal 126467.78       0
## 1563       WD        Normal 112604.45       0
## 1564       WD        Normal 165167.39       0
## 1565       WD        Normal 151823.98       0
## 1566       WD        Normal 233428.56       0
## 1567       WD        Normal  77091.22       0
## 1568       WD        Normal 233323.17       0
## 1569       WD        Normal 128077.22       0
## 1570       WD        Normal 141346.57       0
## 1571       WD        Normal 128837.74       0
## 1572       WD        Normal 140542.57       0
## 1573      Con       Partial 244475.05       0
## 1574      COD        Normal 122547.15       0
## 1575       WD        Normal 254617.61       0
## 1576       WD        Normal 224972.20       0
## 1577       WD        Normal 181539.38       0
## 1578       WD        Normal 144296.90       0
## 1579       WD        Normal 167591.84       0
## 1580       WD        Normal 198529.08       0
## 1581       WD        Normal 154999.81       0
## 1582       WD        Normal 125494.27       0
## 1583       WD        Normal 270068.28       0
## 1584       WD        Normal 211291.35       0
## 1585       WD        Normal 134182.64       0
## 1586    ConLD        Normal  69004.50       0
## 1587      Oth       Abnorml 102565.60       0
## 1588       WD        Normal 152023.67       0
## 1589       WD       Abnorml 105614.17       0
## 1590       WD        Normal 138441.54       0
## 1591       WD        Normal  94809.69       0
## 1592       WD        Normal 116201.70       0
## 1593       WD        Normal 120423.24       0
## 1594       WD        Normal 134536.83       0
## 1595       WD        Normal 109427.35       0
## 1596       WD        Normal 215049.63       0
## 1597       WD        Normal 215734.21       0
## 1598       WD        Normal 227780.37       0
## 1599       WD        Normal 165492.23       0
## 1600       WD        Normal 156358.47       0
## 1601    ConLw        Normal  63873.70       0
## 1602      COD        Normal 107679.97       0
## 1603       WD        Alloca  61123.41       0
## 1604       WD        Normal 261897.89       0
## 1605       WD        Normal 229095.88       0
## 1606       WD        Normal 175160.51       0
## 1607    ConLD        Normal 156905.41       0
## 1608       WD        Normal 218467.41       0
## 1609      New       Partial 175018.44       0
## 1610       WD        Normal 139831.24       0
## 1611       WD        Normal 140641.06       0
## 1612       WD        Normal 177660.81       0
## 1613       WD        Normal 157685.56       0
## 1614       WD        Normal 117587.66       0
## 1615       WD        Normal  94510.76       0
## 1616       WD        Normal  77180.47       0
## 1617       WD        Normal  91764.01       0
## 1618    ConLD        Normal 121397.47       0
## 1619       WD        Normal 132342.13       0
## 1620       WD        Normal 145035.73       0
## 1621       WD        Normal 129785.51       0
## 1622       WD        Normal 138188.05       0
## 1623       WD        Normal 234805.17       0
## 1624       WD        Normal 210480.74       0
## 1625       WD        Normal 119280.95       0
## 1626       WD        Normal 166292.34       0
## 1627       WD        Normal 196165.70       0
## 1628       WD        Normal 284123.01       0
## 1629       WD        Normal 173020.48       0
## 1630       WD        Normal 369981.37       0
## 1631       WD        Normal 243090.95       0
## 1632       WD        Normal 259077.69       0
## 1633       WD        Normal 164853.06       0
## 1634       WD        Normal 181156.28       0
## 1635       WD        Normal 169494.15       0
## 1636       WD        Normal 150127.34       0
## 1637       WD        Normal 194519.55       0
## 1638       WD       Abnorml 178996.71       0
## 1639       WD        Normal 188837.30       0
## 1640       WD        Normal 252021.60       0
## 1641       WD        Normal 183565.74       0
## 1642       WD        Normal 253235.95       0
## 1643       WD        Normal 222998.06       0
## 1644       WD        Normal 239877.70       0
## 1645       WD        Normal 191246.01       0
## 1646       WD        Normal 161480.68       0
## 1647       WD        Normal 161492.67       0
## 1648      COD        Normal 125116.25       0
## 1649       WD        Normal 141023.08       0
## 1650       WD       Abnorml 113908.40       0
## 1651       WD        Normal 120601.11       0
## 1652       WD        Normal  93434.67       0
## 1653       WD        Normal  95380.62       0
## 1654       WD        Normal 143081.64       0
## 1655       WD        Normal 137115.85       0
## 1656       WD        Normal 145005.87       0
## 1657       WD        Normal 146660.93       0
## 1658       WD        Normal 148498.06       0
## 1659       WD        Normal 119877.25       0
## 1660       WD        Normal 160980.19       0
## 1661       WD        Normal 425738.21       0
## 1662      New       Partial 395975.94       0
## 1663       WD        Normal 369316.95       0
## 1664       WD        Normal 427037.96       0
## 1665       WD        Normal 307654.28       0
## 1666       WD        Normal 308031.18       0
## 1667       WD        Family 408369.87       0
## 1668    ConLI        Normal 336183.96       0
## 1669       WD        Normal 314864.55       0
## 1670       WD        Normal 349571.42       0
## 1671       WD        Normal 256455.11       0
## 1672       WD        Normal 423931.56       0
## 1673       WD        Normal 276318.08       0
## 1674       WD        Normal 232484.41       0
## 1675       WD        Normal 200323.53       0
## 1676       WD        Normal 193114.58       0
## 1677       WD        Normal 215946.25       0
## 1678       WD       Abnorml 461328.36       0
## 1679       WD        Normal 392706.96       0
## 1680      New       Partial 326603.81       0
## 1681       WD        Normal 251039.95       0
## 1682       WD        Normal 325872.94       0
## 1683       WD        Normal 181958.87       0
## 1684       WD        Normal 177038.74       0
## 1685       WD        Normal 171840.11       0
## 1686       WD        Normal 177616.62       0
## 1687       WD        Normal 164924.26       0
## 1688       WD        Normal 187109.28       0
## 1689       WD        Normal 195139.08       0
## 1690       WD        Normal 192457.83       0
## 1691       WD        Normal 180232.50       0
## 1692       WD        Normal 274193.13       0
## 1693       WD        Normal 170608.68       0
## 1694       WD        Normal 180755.14       0
## 1695       WD        Normal 156416.64       0
## 1696       WD        Normal 266056.80       0
## 1697       WD        Normal 169109.81       0
## 1698       WD        Normal 339142.99       0
## 1699       WD        Normal 294252.69       0
## 1700       WD        Normal 252711.14       0
## 1701       WD        Normal 272640.92       0
## 1702       WD        Normal 253508.71       0
## 1703       WD        Normal 248216.62       0
## 1704       WD        Normal 274082.09       0
## 1705       WD        Normal 255792.21       0
## 1706       WD        Normal 450091.79       0
## 1707      New       Partial 223622.82       0
## 1708       WD        Normal 198114.45       0
## 1709       WD        Normal 266477.92       0
## 1710       WD        Normal 231635.03       0
## 1711       WD        Normal 285534.32       0
## 1712      New       Partial 258792.52       0
## 1713       WD        Normal 270809.61       0
## 1714       WD        Normal 217507.91       0
## 1715       WD        Normal 209397.58       0
## 1716       WD        Normal 184705.27       0
## 1717       WD        Normal 172776.53       0
## 1718       WD        Normal 137881.99       0
## 1719       WD        Normal 210830.54       0
## 1720       WD        Normal 237619.81       0
## 1721       WD        Normal 144627.64       0
## 1722       WD        Normal 118247.95       0
## 1723       WD        Normal 140916.25       0
## 1724      New       Partial 199306.45       0
## 1725       WD        Normal 234777.00       0
## 1726       WD        Normal 183489.37       0
## 1727       WD        Normal 155650.24       0
## 1728       WD        Normal 151910.81       0
## 1729       WD        Normal 170060.02       0
## 1730       WD        Normal 164271.75       0
## 1731       WD        Normal 119353.02       0
## 1732       WD        Normal 123841.67       0
## 1733       WD        Normal 112040.79       0
## 1734      Oth        Family 118201.64       0
## 1735       WD        Normal 119402.09       0
## 1736       WD        Normal 107025.99       0
## 1737       WD        Normal 336080.36       0
## 1738       WD        Normal 271847.64       0
## 1739       WD        Normal 258365.89       0
## 1740      New       Partial 209700.39       0
## 1741       WD        Normal 188964.24       0
## 1742       WD        Normal 169471.92       0
## 1743       WD        Normal 172520.53       0
## 1744       WD        Normal 328170.38       0
## 1745       WD        Normal 219710.50       0
## 1746       WD       Abnorml 186040.24       0
## 1747       WD        Normal 222838.45       0
## 1748       WD        Normal 195214.48       0
## 1749       WD        Normal 140392.56       0
## 1750       WD       Abnorml 129307.28       0
## 1751       WD        Normal 243630.24       0
## 1752       WD        Normal 119962.54       0
## 1753      COD        Normal 144061.38       0
## 1754      COD       Abnorml 191696.15       0
## 1755       WD        Normal 164583.72       0
## 1756       WD        Normal 121885.94       0
## 1757       WD        Normal 123202.39       0
## 1758       WD        Normal 149233.87       0
## 1759       WD        Normal 168650.58       0
## 1760       WD        Normal 158717.27       0
## 1761      COD       Abnorml 137775.75       0
## 1762       WD        Normal 187861.19       0
## 1763       WD        Normal 199596.73       0
## 1764       WD        Normal 112709.39       0
## 1765       WD        Normal 142149.46       0
## 1766       WD        Normal 188474.64       0
## 1767       WD        Normal 215697.29       0
## 1768       WD        Normal 138641.04       0
## 1769       WD        Normal 175872.99       0
## 1770       WD        Normal 146712.12       0
## 1771      COD       Abnorml 124061.01       0
## 1772       WD        Normal 131330.62       0
## 1773       WD        Family 123738.11       0
## 1774       WD        Normal 155903.69       0
## 1775       WD        Normal 143067.35       0
## 1776       WD        Normal 121364.92       0
## 1777       WD        Normal 106801.78       0
## 1778       WD        Normal 139658.18       0
## 1779    ConLD        Normal 110180.03       0
## 1780       WD        Normal 179231.24       0
## 1781       WD        Normal 130674.43       0
## 1782       WD        Normal  82527.53       0
## 1783       WD        Normal 137669.93       0
## 1784       WD        Normal  97958.37       0
## 1785       WD        Normal 126836.26       0
## 1786       WD        Normal 143651.92       0
## 1787       WD        Normal 157439.03       0
## 1788       WD        Normal  59174.65       0
## 1789       WD        Normal 105957.19       0
## 1790       WD        Normal  72003.07       0
## 1791       WD        Normal 186637.16       0
## 1792       WD        Normal 155961.50       0
## 1793       WD        Normal 133626.69       0
## 1794       WD        Normal 155864.62       0
## 1795       WD        Normal 139800.35       0
## 1796       WD        Normal 113113.25       0
## 1797      COD       Abnorml 115525.86       0
## 1798       WD        Normal 122767.89       0
## 1799       WD        Normal 111749.47       0
## 1800       WD        Normal 127057.54       0
## 1801       WD        Normal 121971.74       0
## 1802      COD       Abnorml 136310.59       0
## 1803       WD        Normal 147684.59       0
## 1804       WD        Normal 150077.00       0
## 1805       WD        Normal 136541.52       0
## 1806       WD        Normal 125865.09       0
## 1807       WD        Normal 135607.99       0
## 1808       WD        Normal 118118.93       0
## 1809       WD        Normal 118633.33       0
## 1810       WD        Normal 133225.13       0
## 1811       WD        Normal  97073.70       0
## 1812       WD        Normal 101022.67       0
## 1813       WD        Normal 126933.16       0
## 1814      Oth        Normal  91034.25       0
## 1815       WD        Normal  57619.14       0
## 1816       WD        Normal 100687.33       0
## 1817       WD        Normal 102526.22       0
## 1818       WD        Normal 144229.34       0
## 1819       WD        Normal 122457.16       0
## 1820       WD        Normal  52601.76       0
## 1821    ConLI        Family 113255.94       0
## 1822       WD        Normal 150279.11       0
## 1823       WD       Abnorml  43643.09       0
## 1824       WD        Normal 130817.87       0
## 1825       WD        Normal 128153.50       0
## 1826       WD        Normal 106957.93       0
## 1827       WD       Abnorml 100689.98       0
## 1828       WD        Normal 128945.86       0
## 1829       WD        Normal 123196.26       0
## 1830       WD        Normal 138772.74       0
## 1831       WD        Normal 147547.33       0
## 1832       WD       Abnorml  85300.24       0
## 1833       WD        Normal 135026.52       0
## 1834       WD        Normal 112614.55       0
## 1835       WD        Normal 118660.84       0
## 1836       WD        Normal 125555.38       0
## 1837      COD       Abnorml  85996.60       0
## 1838       WD        Normal 119566.72       0
## 1839       WD        Normal  88934.83       0
## 1840       WD        Alloca 136622.47       0
## 1841       WD        Normal 145888.84       0
## 1842       WD        Normal  81797.62       0
## 1843       WD       Abnorml 131540.86       0
## 1844       WD        Normal 146403.99       0
## 1845       WD        Normal 139457.51       0
## 1846      COD        Normal 161557.30       0
## 1847       WD        Normal 164654.99       0
## 1848       WD        Normal  55245.85       0
## 1849       WD        Normal 110109.26       0
## 1850       WD        Normal 116633.65       0
## 1851       WD        Normal 161210.36       0
## 1852       WD        Normal 122093.62       0
## 1853       WD        Normal 115980.03       0
## 1854       WD        Normal 155739.05       0
## 1855       WD        Normal 160701.32       0
## 1856       WD        Normal 229062.64       0
## 1857       WD        Normal 142318.41       0
## 1858       WD        Alloca 133264.83       0
## 1859       WD        Alloca 121090.35       0
## 1860       WD        Alloca 146479.40       0
## 1861       WD        Alloca 118003.77       0
## 1862       WD        Normal 313641.40       0
## 1863       WD        Normal 287886.32       0
## 1864       WD        Normal 288022.99       0
## 1865      New       Partial 345531.93       0
## 1866       WD        Normal 330751.81       0
## 1867       WD        Normal 218289.29       0
## 1868       WD        Normal 280164.07       0
## 1869       WD        Normal 194364.52       0
## 1870       WD        Normal 217264.33       0
## 1871       WD        Normal 277873.00       0
## 1872       WD        Normal 174086.79       0
## 1873       WD        Normal 232470.75       0
## 1874       WD        Normal 158146.87       0
## 1875       WD        Normal 217306.86       0
## 1876       WD        Normal 195645.90       0
## 1877       WD        Normal 203218.32       0
## 1878       WD        Family 214157.19       0
## 1879       WD        Normal 132612.57       0
## 1880       WD        Normal 130493.29       0
## 1881       WD        Normal 239264.24       0
## 1882       WD        Normal 240834.97       0
## 1883       WD        Normal 182846.67       0
## 1884       WD        Normal 200475.64       0
## 1885       WD        Normal 218710.84       0
## 1886       WD        Normal 287518.06       0
## 1887       WD        Normal 202274.09       0
## 1888       WD        Normal 250662.90       0
## 1889       WD        Normal 169686.73       0
## 1890       WD        Normal 111607.67       0
## 1891       WD        Normal 120112.64       0
## 1892       WD        Normal  95440.87       0
## 1893       WD        Normal 136451.78       0
## 1894       WD        Normal 132381.81       0
## 1895       WD        Normal 144628.82       0
## 1896       WD        Normal 124997.34       0
## 1897       WD       Abnorml 117621.22       0
## 1898       WD        Normal 107336.83       0
## 1899       WD        Normal 165528.02       0
## 1900       WD        Normal 152309.19       0
## 1901       WD        Normal 188058.34       0
## 1902       WD        Normal 158346.18       0
## 1903       WD        Normal 219199.94       0
## 1904       WD        Family 156543.00       0
## 1905       WD        Normal 200310.55       0
## 1906       WD        Normal 140220.61       0
## 1907       WD        Normal 202579.16       0
## 1908       WD        Normal 108789.71       0
## 1909       WD        Normal 130551.05       0
## 1910       WD        Normal 118164.75       0
## 1911       WD        Normal 234182.11       0
## 1912       WD        Normal 372455.07       0
## 1913       WD        Normal 132929.68       0
## 1914       WD        Normal  58090.00       0
## 1915      New       Partial 309528.03       0
## 1917       WD        Normal 237097.93       0
## 1918       WD        Normal 143919.33       0
## 1919       WD        Normal 172011.91       0
## 1920      COD       Abnorml 155027.64       0
## 1921       WD        Normal 378442.86       0
## 1922       WD        Normal 330178.71       0
## 1923       WD        Normal 246968.28       0
## 1924       WD        Normal 231551.55       0
## 1925       WD       Abnorml 194035.96       0
## 1926       WD        Normal 366215.69       0
## 1927       WD        Normal 138191.02       0
## 1928       WD        Normal 151791.27       0
## 1929       WD        Normal 127848.56       0
## 1930       WD        Normal 123879.38       0
## 1931       WD        Normal 138052.27       0
## 1932       WD        Normal 133031.84       0
## 1933       WD        Normal 200844.99       0
## 1934       WD        Normal 189142.77       0
## 1935       WD        Normal 168648.10       0
## 1936       WD        Normal 198362.48       0
## 1937       WD        Normal 186144.48       0
## 1938       WD        Normal 166617.99       0
## 1939       WD        Normal 292804.91       0
## 1940       WD        Normal 193940.85       0
## 1941       WD        Family 177355.69       0
## 1942       WD        Normal 169786.70       0
## 1943       WD        Normal 228751.68       0
## 1944       WD        Normal 422869.90       0
## 1945       WD        Normal 424114.07       0
## 1947       WD        Normal 360638.52       0
## 1948       WD        Family 184473.69       0
## 1949       WD        Normal 244167.19       0
## 1950       WD        Normal 181840.45       0
## 1951       WD        Normal 233875.40       0
## 1952       WD        Normal 205833.64       0
## 1953       WD        Normal 162930.38       0
## 1954       WD        Normal 184610.48       0
## 1955       WD        Normal 139664.31       0
## 1956       WD        Normal 330171.75       0
## 1957       WD        Normal 151260.45       0
## 1958       WD        Normal 252016.50       0
## 1959       WD        Normal 143333.42       0
## 1960      COD        Normal 111132.66       0
## 1961       WD        Normal 110153.97       0
## 1962       WD        Normal  93227.85       0
## 1963       WD        Normal 102523.05       0
## 1964       WD        Normal 100763.44       0
## 1965       WD        Normal 142861.13       0
## 1966       WD        Normal 139209.32       0
## 1967      New       Partial 291101.25       0
## 1968       WD        Normal 411516.24       0
## 1969       WD        Normal 384200.84       0
## 1970       WD       Abnorml 428403.33       0
## 1971       WD        Normal 498601.41       0
## 1972       WD        Normal 388447.10       0
## 1973       WD        Normal 272369.54       0
## 1974       WD        Normal 338552.75       0
## 1975       WD        Normal 458158.13       0
## 1976       WD        Normal 268085.68       0
## 1977       WD        Normal 364878.84       0
## 1978       WD        Normal 376260.42       0
## 1979      New       Partial 323598.53       0
## 1980       WD        Normal 222989.61       0
## 1981      New       Partial 337508.17       0
## 1982       WD        Normal 216219.46       0
## 1983       WD        Normal 212594.55       0
## 1984       WD        Normal 169086.21       0
## 1985       WD        Normal 218983.92       0
## 1986       WD        Normal 203923.60       0
## 1987      New       Partial 183602.28       0
## 1988       WD        Normal 171440.48       0
## 1989       WD        Normal 187958.23       0
## 1990       WD        Normal 200772.46       0
## 1991      New       Partial 227068.18       0
## 1992       WD        Normal 214437.03       0
## 1993       WD        Normal 167879.55       0
## 1994       WD        Normal 232007.43       0
## 1995       WD        Normal 183778.37       0
## 1996       WD        Normal 250620.27       0
## 1997       WD        Normal 336879.01       0
## 1998       WD        Normal 313195.69       0
## 1999       WD        Normal 284358.09       0
## 2000       WD        Normal 328653.73       0
## 2001       WD        Normal 276677.05       0
## 2002       WD        Normal 257173.60       0
## 2003       WD        Normal 261564.86       0
## 2004      New       Partial 277395.40       0
## 2005       WD        Normal 247327.62       0
## 2006      New       Partial 226758.74       0
## 2007       WD        Normal 256351.48       0
## 2008      New       Partial 206259.51       0
## 2009       WD        Normal 192072.42       0
## 2010       WD        Normal 189431.18       0
## 2011       WD        Normal 138088.88       0
## 2012       WD        Normal 175681.98       0
## 2013       WD        Normal 179550.61       0
## 2014       WD        Normal 182397.82       0
## 2015       WD        Normal 213051.95       0
## 2016       WD        Normal 187878.26       0
## 2017       WD        Normal 189511.28       0
## 2018       WD        Normal 108303.25       0
## 2019       WD        Normal 131735.92       0
## 2020       WD        Normal 102625.16       0
## 2021      COD       Abnorml  98741.42       0
## 2022       WD        Normal 191714.39       0
## 2023       WD        Normal 146598.22       0
## 2024       WD        Normal 249098.85       0
## 2025       WD        Normal 355372.95       0
## 2026       WD        Normal 183303.92       0
## 2027       WD        Normal 155369.71       0
## 2028       WD       Abnorml 155556.27       0
## 2029       WD        Normal 160916.60       0
## 2030       WD        Normal 267248.51       0
## 2031       WD        Normal 243145.02       0
## 2032       WD        Normal 269117.79       0
## 2033       WD        Normal 254408.71       0
## 2034       WD        Normal 167066.67       0
## 2035       WD        Normal 239949.74       0
## 2036       WD        Normal 195441.09       0
## 2037    ConLD        Normal 197551.58       0
## 2038       WD        Normal 325052.73       0
## 2039       WD        Normal 238829.60       0
## 2040       WD        Family 278768.59       0
## 2041       WD        Normal 310825.88       0
## 2042       WD        Normal 207156.10       0
## 2043       WD        Normal 174970.23       0
## 2044       WD        Family 170528.94       0
## 2045       WD        Normal 221211.47       0
## 2046    ConLD        Normal 158800.32       0
## 2047       WD        Normal 148469.64       0
## 2048       WD        Normal 132310.57       0
## 2049       WD        Normal 154288.40       0
## 2050       WD        Normal 177297.03       0
## 2051       WD        Normal  94912.91       0
## 2052      COD       Abnorml 121840.80       0
## 2053       WD        Normal 152675.51       0
## 2054       WD        Normal  94817.63       0
## 2055       WD        Normal 162897.77       0
## 2056       WD        Normal 145974.39       0
## 2057       WD        Normal 110595.91       0
## 2058       WD        Normal 228850.19       0
## 2059       WD        Normal 123015.86       0
## 2060       WD        Normal 160738.25       0
## 2061       WD        Normal 174162.20       0
## 2062       WD        Normal 125955.59       0
## 2063       WD        Normal 122225.72       0
## 2064       WD        Normal 136472.84       0
## 2065       WD        Normal 107970.23       0
## 2066       WD        Normal 169624.58       0
## 2067       WD        Normal 115289.44       0
## 2068       WD        Normal 155188.65       0
## 2069       WD        Normal  91034.64       0
## 2070       WD        Normal 121096.09       0
## 2071       WD        Normal  90120.88       0
## 2072       WD        Normal 139612.15       0
## 2073       WD        Normal 133293.73       0
## 2074       WD        Normal 194932.15       0
## 2075       WD        Normal 137928.82       0
## 2076       WD       Abnorml 119343.98       0
## 2077       WD        Normal 149986.99       0
## 2078       WD        Normal 122628.29       0
## 2079       WD        Normal 133112.07       0
## 2080       WD        Normal 116392.84       0
## 2081       WD        Normal 125579.04       0
## 2082       WD       Abnorml 135216.96       0
## 2083       WD        Normal 151966.72       0
## 2084       WD        Normal 107746.08       0
## 2085      COD        Normal 119001.66       0
## 2086       WD       Abnorml 109764.05       0
## 2087       WD        Normal 123037.30       0
## 2088       WD        Normal  90776.13       0
## 2089       WD        Normal  77328.76       0
## 2090       WD        Normal 113932.80       0
## 2091       WD        Normal 113381.30       0
## 2092       WD        Normal 123944.79       0
## 2093       WD        Normal 122727.96       0
## 2094       WD        Normal 107421.18       0
## 2095      Con        Normal 149070.85       0
## 2096       WD        Normal  81954.58       0
## 2097       WD        Normal  97941.50       0
## 2098       WD        Normal 154478.97       0
## 2099       WD       Abnorml  52232.31       0
## 2100       WD       Abnorml  80883.71       0
## 2101       WD        Normal 108940.34       0
## 2102       WD        Normal 130847.04       0
## 2103       WD        Normal  97914.56       0
## 2104       WD        Normal 125541.24       0
## 2105       WD        Normal 122773.64       0
## 2106    ConLD        Normal  69661.21       0
## 2107       WD        Normal 173704.40       0
## 2108       WD        Normal 116622.07       0
## 2109       WD        Normal 107525.65       0
## 2110       WD        Normal 126112.05       0
## 2111       WD       Abnorml 148497.78       0
## 2112       WD        Normal 137351.61       0
## 2113       WD        Normal 123761.49       0
## 2114       WD        Normal 120689.44       0
## 2115       WD        Normal 169093.12       0
## 2116       WD        Normal 114755.82       0
## 2117       WD        Normal 144855.93       0
## 2118       WD        Normal 126916.78       0
## 2119       WD        Normal 113780.86       0
## 2120       WD        Normal 111227.18       0
## 2122       WD        Normal 120378.62       0
## 2123       WD        Normal  88609.67       0
## 2124       WD        Normal 165107.45       0
## 2125       WD        Normal 118405.57       0
## 2126       WD        Normal 138443.38       0
## 2127       WD        Normal 192667.94       0
## 2128       WD        Normal 123027.03       0
## 2129       WD        Normal  76758.55       0
## 2130      COD       Abnorml 132092.16       0
## 2131      COD        Normal 143996.94       0
## 2132       WD        Normal 109576.57       0
## 2133       WD        Normal 118213.45       0
## 2134       WD        Family 126160.83       0
## 2135    ConLD        Family  86545.22       0
## 2136       WD        Normal  75809.83       0
## 2137       WD       Abnorml 106735.61       0
## 2138       WD       Abnorml 132014.53       0
## 2139       WD        Normal 153231.68       0
## 2140       WD        Normal 144642.55       0
## 2141       WD        Normal 157751.70       0
## 2142       WD        Normal 135320.24       0
## 2143       WD        Normal 140666.94       0
## 2144       WD        Alloca 112833.54       0
## 2145       WD        Normal 141197.39       0
## 2146       WD        Normal 166993.77       0
## 2147       WD       Abnorml 150194.98       0
## 2148       WD        Normal 129226.53       0
## 2149       WD        Normal 143057.24       0
## 2150       WD        Normal 231825.25       0
## 2151       WD        Normal 113172.51       0
## 2153       WD        Normal 154460.47       0
## 2154       WD        Normal 109442.78       0
## 2155       WD        Normal 136687.25       0
## 2156       WD        Normal 245505.87       0
## 2157       WD        Normal 214797.89       0
## 2158       WD        Normal 237791.67       0
## 2159       WD        Normal 214246.30       0
## 2160      New       Partial 179922.18       0
## 2161       WD        Normal 231732.96       0
## 2162       WD       Abnorml 391476.16       0
## 2163      New       Partial 344109.74       0
## 2164       WD        Normal 258661.17       0
## 2165       WD        Normal 194278.12       0
## 2166       WD        Normal 159868.89       0
## 2167       WD        Normal 217236.84       0
## 2168       WD        Normal 206910.54       0
## 2169       WD        Normal 196965.24       0
## 2170       WD        Normal 212555.74       0
## 2171       WD        Normal 153997.02       0
## 2172       WD       Abnorml 145810.98       0
## 2173       WD        Normal 166562.01       0
## 2174       WD        Normal 224668.24       0
## 2175       WD        Normal 286817.10       0
## 2176       WD        Normal 313541.22       0
## 2177       WD        Normal 233262.41       0
## 2178       WD        Normal 210056.91       0
## 2179       WD        Normal 133642.88       0
## 2180       WD       Abnorml 217531.63       0
## 2181       WD        Normal 201038.98       0
## 2182       WD        Normal 239649.80       0
## 2183       WD        Normal 198635.72       0
## 2184      COD       Abnorml 114361.44       0
## 2185       WD        Family 131847.12       0
## 2186       WD        Normal 139484.08       0
## 2187       WD        Normal 156722.92       0
## 2188       WD        Normal 169007.97       0
## 2190       WD       AdjLand  89394.01       0
## 2191       WD        Normal  82649.89       0
## 2192       WD        Normal  90985.00       0
## 2193       WD        Family 112765.09       0
## 2194       WD        Normal 107337.60       0
## 2195       WD        Normal 106279.35       0
## 2196       WD       Abnorml 103816.06       0
## 2197       WD        Normal 116655.36       0
## 2198       WD        Normal 165863.62       0
## 2199       WD       Abnorml 182545.44       0
## 2200       WD        Normal 153294.24       0
## 2201       WD        Normal 141536.30       0
## 2202       WD        Normal 232168.04       0
## 2203       WD        Normal 137368.59       0
## 2204       WD        Normal 195319.50       0
## 2205       WD        Normal 118036.61       0
## 2206       WD        Normal 151805.90       0
## 2207       WD        Alloca 215033.35       0
## 2208       WD        Normal 287616.20       0
## 2209       WD        Normal 256685.72       0
## 2210       WD        Normal 119422.67       0
## 2211       WD        Normal 113773.64       0
## 2212       WD        Normal 118949.28       0
## 2213       WD        Normal 103060.11       0
## 2214       WD        Normal 132040.68       0
## 2215       WD        Normal  93381.51       0
## 2216       WD        Normal 153992.99       0
## 2218       WD        Normal 128193.18       0
## 2219       WD        Normal 111487.99       0
## 2220       WD        Normal  64199.85       0
## 2221      New       Partial 311484.57       0
## 2222       WD        Normal 284480.08       0
## 2223       WD        Normal 283936.93       0
## 2224       WD        Normal 199786.17       0
## 2225       WD       Abnorml 119226.31       0
## 2226       WD        Normal 166098.33       0
## 2227       WD        Normal 187707.71       0
## 2228       WD        Normal 273158.73       0
## 2229      New       Partial 252268.27       0
## 2230       WD        Normal 139162.11       0
## 2231      New       Partial 211034.23       0
## 2232       WD        Normal 170671.78       0
## 2233       WD        Normal 188405.49       0
## 2234       WD        Normal 245436.20       0
## 2235       WD        Normal 216933.39       0
## 2236       WD        Normal 250491.56       0
## 2237       WD        Normal 305443.07       0
## 2238       WD        Alloca 202554.38       0
## 2239       WD       Abnorml 109377.15       0
## 2240       WD        Normal 151238.14       0
## 2241    ConLD        Normal 124561.63       0
## 2242       WD        Normal 122270.80       0
## 2243       WD        Normal 131101.15       0
## 2244       WD        Normal 101778.08       0
## 2245       WD        Normal  97379.30       0
## 2246       WD        Normal 149827.31       0
## 2247       WD        Normal 116649.16       0
## 2248       WD        Normal 119888.09       0
## 2249       WD        Normal 113141.97       0
## 2250       WD        Normal 128979.94       0
## 2252       WD        Normal 186493.76       0
## 2253       WD        Normal 146694.70       0
## 2254       WD        Normal 171982.24       0
## 2255       WD       Abnorml 182864.17       0
## 2256       WD        Normal 166377.31       0
## 2257       WD        Normal 197044.23       0
## 2258       WD        Normal 156829.32       0
## 2259       WD        Normal 164651.93       0
## 2260       WD        Alloca 133839.57       0
## 2261       WD        Normal 197438.99       0
## 2262       WD        Normal 230072.45       0
## 2263       WD        Normal 401310.38       0
## 2264      New       Partial 592207.35       0
## 2265       WD        Normal 163049.66       0
## 2266       WD        Normal 347183.83       0
## 2267       WD        Normal 390289.65       0
## 2268      New       Partial 416119.06       0
## 2269      COD       Abnorml 144433.73       0
## 2270       WD        Normal 196782.58       0
## 2271       WD        Normal 213142.37       0
## 2272       WD        Normal 174005.82       0
## 2273       WD        Normal 162499.20       0
## 2274       WD        Normal 169833.71       0
## 2275       WD        Normal 165580.86       0
## 2276       WD        Normal 206001.16       0
## 2277       WD        Normal 188487.13       0
## 2278       WD        Normal 153151.07       0
## 2279       WD        Normal 126572.94       0
## 2280       WD        Normal 121169.45       0
## 2281       WD        Normal 164109.66       0
## 2282       WD        Normal 185378.98       0
## 2283       WD        Normal 107662.10       0
## 2284       WD        Normal 114087.53       0
## 2285       WD        Normal 141353.73       0
## 2286       WD        Normal 121169.18       0
## 2287      New       Partial 367498.57       0
## 2288      New       Partial 289313.43       0
## 2289      New       Partial 358875.52       0
## 2290      New       Partial 459688.61       0
## 2291      New       Partial 339195.49       0
## 2292       WD        Normal 419144.39       0
## 2293      New       Partial 471525.91       0
## 2294       WD        Normal 425343.10       0
## 2295      New       Partial 465974.95       0
## 2296      New       Partial 286385.61       0
## 2297      New       Partial 350468.51       0
## 2298       WD        Normal 355755.44       0
## 2299       WD        Normal 354207.90       0
## 2300       WD        Normal 340129.96       0
## 2301      New       Partial 321382.27       0
## 2302       WD        Normal 244102.53       0
## 2303       WD        Normal 242795.82       0
## 2304      New       Partial 257314.60       0
## 2305      New       Partial 194823.87       0
## 2306       WD        Normal 189485.75       0
## 2307       WD        Normal 199676.47       0
## 2308      CWD        Normal 229221.12       0
## 2309       WD        Normal 287438.88       0
## 2310      New       Partial 220812.68       0
## 2311       WD        Normal 195871.27       0
## 2312      New       Partial 174141.34       0
## 2313       WD        Normal 173468.93       0
## 2314      New       Partial 181291.38       0
## 2315      New       Partial 173829.71       0
## 2316      New       Partial 187327.93       0
## 2317       WD        Normal 194410.79       0
## 2318      New       Partial 175573.47       0
## 2319      New       Partial 175822.00       0
## 2320      New       Partial 183889.89       0
## 2321       WD        Normal 236642.96       0
## 2322      New       Partial 178858.23       0
## 2323       WD        Normal 194943.08       0
## 2324       WD        Family 180439.34       0
## 2325      New       Partial 209834.19       0
## 2326       WD        Normal 171744.27       0
## 2327       WD        Normal 198845.79       0
## 2328       WD        Normal 217347.05       0
## 2329       WD        Normal 192835.44       0
## 2330       WD        Normal 178171.65       0
## 2331       WD        Normal 344766.47       0
## 2332       WD        Normal 417130.31       0
## 2333       WD        Normal 319076.06       0
## 2334       WD        Normal 263091.13       0
## 2335       WD        Normal 296088.80       0
## 2336       WD        Normal 311595.46       0
## 2337      New       Partial 199822.93       0
## 2338      New       Partial 253874.03       0
## 2339       WD        Family 237639.79       0
## 2340      New       Partial 406609.77       0
## 2341      New       Partial 200418.46       0
## 2342       WD        Normal 233645.31       0
## 2343       WD        Normal 228608.37       0
## 2344       WD        Family 219265.38       0
## 2345       WD        Normal 240083.64       0
## 2346      New       Partial 225032.20       0
## 2347      New       Partial 200141.37       0
## 2348      New       Partial 248983.41       0
## 2349      New       Partial 167017.25       0
## 2350      New       Partial 333741.63       0
## 2351      New       Partial 268742.89       0
## 2352       WD        Normal 266238.87       0
## 2353       WD        Normal 259127.47       0
## 2354      New       Partial 138338.27       0
## 2355       WD        Normal 145471.71       0
## 2356       WD        Normal 141157.86       0
## 2357       WD        Normal 187416.86       0
## 2358       WD        Normal 204223.18       0
## 2359       WD        Normal 141783.30       0
## 2360       WD        Normal 105071.44       0
## 2361       WD        Normal 141269.54       0
## 2362       WD        Normal 264428.36       0
## 2363       WD        Normal 128483.74       0
## 2364       WD       Abnorml 146255.82       0
## 2365       WD        Normal 213280.65       0
## 2366      New       Partial 193341.11       0
## 2367      New       Partial 226145.79       0
## 2368      New       Partial 221388.14       0
## 2369      New       Partial 216171.15       0
## 2370       WD        Normal 164826.87       0
## 2371       WD        Normal 167543.00       0
## 2372      COD        Normal 186635.53       0
## 2373       WD        Normal 277508.11       0
## 2374       WD        Normal 346697.35       0
## 2375       WD        Normal 243378.63       0
## 2376       WD        Normal 302426.06       0
## 2377       WD        Normal 331005.74       0
## 2378      CWD        Normal 143415.28       0
## 2379       WD        Normal 177358.67       0
## 2380       WD        Normal 155016.08       0
## 2381       WD        Normal 157739.86       0
## 2382       WD        Normal 200129.52       0
## 2383       WD        Normal 202169.75       0
## 2384       WD        Normal 232174.42       0
## 2385       WD        Normal 166774.22       0
## 2386      COD        Normal 126790.50       0
## 2387       WD        Normal 132539.09       0
## 2388       WD        Normal 101851.92       0
## 2389       WD        Normal 119414.76       0
## 2390      CWD        Normal 141633.22       0
## 2391       WD        Normal 158935.15       0
## 2392       WD        Normal 116164.83       0
## 2393      CWD        Normal 173158.76       0
## 2394       WD        Normal 146918.29       0
## 2395       WD        Normal 213455.34       0
## 2396       WD        Normal 153605.97       0
## 2397       WD        Normal 229526.61       0
## 2398       WD        Normal 124819.01       0
## 2399       WD        Normal  71702.73       0
## 2400       WD        Normal  68038.17       0
## 2401      COD        Normal 122373.18       0
## 2402       WD        Normal 140498.80       0
## 2403       WD        Normal 157019.71       0
## 2404       WD        Normal 157302.35       0
## 2405       WD        Normal 158272.62       0
## 2406       WD        Normal 138474.22       0
## 2407       WD        Normal 118164.35       0
## 2408       WD        Normal 130855.83       0
## 2409       WD        Normal 117048.28       0
## 2410       WD        Normal 167644.54       0
## 2411       WD        Normal 108253.45       0
## 2412      COD        Normal 156780.19       0
## 2413       WD        Normal 129585.69       0
## 2414       WD        Normal 165134.11       0
## 2415       WD        Normal 140456.02       0
## 2416       WD        Normal 129922.86       0
## 2417       WD        Normal 139457.41       0
## 2418       WD        Normal 129754.98       0
## 2419       WD        Normal 126342.96       0
## 2420       WD        Normal 118307.86       0
## 2421       WD        Normal 155689.23       0
## 2422       WD        Normal 106614.42       0
## 2423       WD        Normal 107397.79       0
## 2424       WD        Normal 162565.57       0
## 2425       WD        Family 178812.78       0
## 2426       WD       Abnorml 141462.38       0
## 2427       WD        Normal 130371.44       0
## 2428       WD        Normal 173166.28       0
## 2429      COD       Abnorml 118021.54       0
## 2430       WD        Normal 133154.97       0
## 2431       WD        Normal 110239.46       0
## 2432       WD        Normal 148063.46       0
## 2433       WD        Normal 142734.80       0
## 2434       WD        Family 136307.80       0
## 2435       WD        Normal 152476.37       0
## 2436       WD        Normal 104202.13       0
## 2437       WD        Normal 105549.69       0
## 2438       WD        Normal 115550.70       0
## 2439       WD        Normal  99210.58       0
## 2440       WD        Normal 123488.39       0
## 2441       WD        Normal  95790.66       0
## 2442       WD        Normal  90061.81       0
## 2443       WD        Normal 130508.96       0
## 2444       WD        Normal 138614.31       0
## 2445    ConLw        Normal  91170.85       0
## 2446       WD        Normal 137501.20       0
## 2447       WD        Normal 185698.59       0
## 2448       WD       Abnorml 126183.94       0
## 2449       WD        Normal 110572.25       0
## 2450       WD        Normal 147751.02       0
## 2451       WD       Partial 124583.60       0
## 2452       WD        Normal 186565.70       0
## 2453       WD        Normal  90573.91       0
## 2454       WD        Normal 126848.28       0
## 2455       WD        Normal 124169.21       0
## 2456       WD        Normal 140910.42       0
## 2457      CWD        Normal 127370.70       0
## 2458       WD        Normal 130626.13       0
## 2459       WD        Normal 110734.89       0
## 2460       WD        Normal 135342.88       0
## 2461       WD        Normal 137828.00       0
## 2462       WD        Normal 132354.95       0
## 2463       WD        Normal 124059.73       0
## 2464       WD        Normal 168022.48       0
## 2465       WD        Normal 148384.32       0
## 2466    ConLw        Family 120946.08       0
## 2467       WD        Normal 129109.93       0
## 2468       WD       AdjLand  88938.84       0
## 2469       WD       AdjLand  90064.76       0
## 2470       WD        Normal 191090.62       0
## 2471       WD        Normal 205684.86       0
## 2472       WD        Normal 158075.10       0
## 2473      COD       Abnorml 114447.61       0
## 2475       WD        Normal 213405.85       0
## 2476       WD        Normal 127712.34       0
## 2477       WD        Normal 127993.03       0
## 2478       WD        Normal 158319.68       0
## 2479       WD        Normal 103873.92       0
## 2480       WD        Normal 155739.98       0
## 2481       WD        Normal 121243.93       0
## 2482       WD        Normal 110877.70       0
## 2483       WD        Normal 110130.62       0
## 2484       WD        Normal 116041.60       0
## 2485       WD        Normal 126479.05       0
## 2486       WD        Normal 136680.48       0
## 2487       WD        Normal 153985.70       0
## 2488       WD        Normal 161479.07       0
## 2489       WD        Normal 149640.92       0
## 2491       WD        Normal  86796.40       0
## 2492       WD        Normal 196760.91       0
## 2493       WD        Normal 154969.08       0
## 2494      COD        Normal 161865.58       0
## 2495       WD        Normal 100195.09       0
## 2496       WD        Normal 236889.58       0
## 2497       WD        Normal 156638.49       0
## 2498       WD        Normal 105890.92       0
## 2499       WD        Normal  91441.81       0
## 2500       WD        Normal 119426.98       0
## 2501       WD        Normal 138377.84       0
## 2502       WD        Normal 152942.35       0
## 2503       WD        Normal 101055.83       0
## 2504       WD        Normal 186004.00       0
## 2505      CWD        Normal 214888.00       0
## 2506      New       Partial 244513.02       0
## 2507      New       Partial 270912.05       0
## 2508      New       Partial 244874.02       0
## 2509       WD        Normal 226052.76       0
## 2510       WD        Normal 221599.40       0
## 2511       WD        Normal 169401.94       0
## 2512       WD        Normal 204120.01       0
## 2513       WD        Normal 217485.26       0
## 2514       WD        Normal 216497.29       0
## 2515       WD        Normal 151467.17       0
## 2516       WD        Normal 174154.16       0
## 2517       WD        Normal 149367.86       0
## 2518       WD        Normal 156925.63       0
## 2519       WD        Normal 240535.65       0
## 2520       WD        Normal 217377.15       0
## 2521       WD        Normal 183859.77       0
## 2522       WD        Normal 219192.29       0
## 2523       WD        Family 121301.53       0
## 2524       WD        Normal 136863.98       0
## 2525       WD        Normal 161320.71       0
## 2526       WD        Normal 142147.95       0
## 2527       WD        Normal 119173.65       0
## 2528      Con        Normal 124756.76       0
## 2529       WD        Normal 144106.12       0
## 2530       WD        Normal 125405.54       0
## 2531       WD        Normal 246721.02       0
## 2532       WD        Normal 220274.99       0
## 2533       WD        Normal 186462.17       0
## 2534       WD        Normal 232783.28       0
## 2535       WD        Normal 288894.30       0
## 2536       WD        Normal 244445.20       0
## 2537       WD        Normal 244579.15       0
## 2538      New       Partial 177181.82       0
## 2539       WD        Normal 178908.52       0
## 2540      New       Partial 179826.09       0
## 2541       WD        Normal 172268.51       0
## 2542       WD        Normal 163061.93       0
## 2543       WD       Abnorml 124920.02       0
## 2544      COD        Normal 123117.13       0
## 2545       WD        Normal 140540.39       0
## 2546       WD        Normal 138939.86       0
## 2547       WD        Normal 140088.47       0
## 2548       WD        Normal 157355.30       0
## 2549       WD        Normal 151459.05       0
## 2550      New       Partial 712370.13       0
## 2551       WD        Normal 139565.50       0
## 2552       WD        Normal 121508.99       0
## 2553       WD        Normal  76244.56       0
## 2554       WD       Abnorml 106078.46       0
## 2555       WD        Normal 113076.96       0
## 2556       WD        Normal  99542.08       0
## 2557      COD        Family 103221.10       0
## 2558       WD       AdjLand 170917.57       0
## 2559       WD        Normal 155399.54       0
## 2560       WD        Normal 145945.09       0
## 2561       WD        Normal 144614.50       0
## 2562      CWD        Normal 144138.68       0
## 2563       WD        Normal 156341.91       0
## 2564       WD        Normal 185109.66       0
## 2565       WD        Normal 131297.44       0
## 2566       WD        Normal 162225.73       0
## 2567       WD        Normal 147166.90       0
## 2568       WD        Normal 211485.33       0
## 2569      CWD        Normal 233276.57       0
## 2570       WD        Normal 118845.14       0
## 2571       WD        Normal 198911.47       0
## 2572       WD        Normal 145512.96       0
## 2573       WD        Normal 246067.99       0
## 2574       WD        Normal 275927.73       0
## 2575       WD        Normal 141636.04       0
## 2576       WD        Normal 111951.74       0
## 2578       WD        Normal  81280.10       0
## 2579       WD        Normal  70768.37       0
## 2580       WD        Normal  88727.51       0
## 2581       WD       Abnorml  96160.53       0
## 2582       WD        Normal 102313.99       0
## 2583      New       Partial 279335.41       0
## 2584       WD        Normal 178295.25       0
## 2585       WD        Normal 185622.78       0
## 2586       WD        Normal 209868.69       0
## 2587       WD        Normal 183761.27       0
## 2588       WD        Normal 129713.43       0
## 2589       WD        Normal 143684.38       0
## 2590       WD        Normal 194490.04       0
## 2591       WD        Normal 215621.63       0
## 2592      New       Partial 204655.06       0
## 2593      New       Partial 246973.43       0
## 2594       WD        Normal 183677.47       0
## 2595       WD        Normal 206505.66       0
## 2596       WD        Normal 277946.53       0
## 2597       WD        Normal 193950.19       0
## 2598       WD        Normal 273231.68       0
## 2599      New       Partial 315213.22       0
## 2600       WD        Normal 131078.98       0
## 2601       WD        Normal 133618.92       0
## 2602       WD        Normal  83198.72       0
## 2603       WD        Normal  90059.03       0
## 2604       WD        Normal  91732.39       0
## 2605      COD        Normal  78946.82       0
## 2606       WD        Normal 150987.26       0
## 2607       WD        Normal 202884.28       0
## 2608       WD        Normal 220568.11       0
## 2609       WD        Normal 169778.69       0
## 2610       WD        Normal 108082.39       0
## 2611      COD       Abnorml 133642.27       0
## 2612       WD        Normal 153230.37       0
## 2613       WD        Normal 125739.24       0
## 2614       WD        Normal 123088.89       0
## 2615       WD        Normal 145700.65       0
## 2616       WD        Normal 139409.54       0
## 2617       WD        Normal 185499.32       0
## 2618       WD       Abnorml 203705.94       0
## 2619       WD        Normal 210528.17       0
## 2620       WD        Normal 184665.11       0
## 2621       WD        Normal 171044.16       0
## 2622       WD        Normal 172809.46       0
## 2623       WD        Normal 239532.10       0
## 2624      New       Partial 298217.43       0
## 2625       WD        Normal 317359.72       0
## 2626       WD        Normal 172909.99       0
## 2627       WD        Normal 164729.14       0
## 2628      New       Partial 507983.61       0
## 2629      New       Partial 555513.70       0
## 2630      New       Partial 423697.83       0
## 2631      New       Partial 507852.83       0
## 2632      New       Partial 444370.39       0
## 2633       WD        Normal 338335.34       0
## 2634       WD        Normal 430395.08       0
## 2635       WD        Normal 143728.10       0
## 2636       WD        Normal 162752.02       0
## 2637       WD        Normal 183507.52       0
## 2638      New       Partial 274046.62       0
## 2639       WD        Normal 188999.17       0
## 2640       WD        Normal 144686.38       0
## 2641       WD        Normal  99444.94       0
## 2642       WD        Normal 182802.70       0
## 2643       WD        Normal 101588.59       0
## 2644       WD        Normal 126923.72       0
## 2645       WD        Normal 112582.44       0
## 2646       WD        Normal  94008.12       0
## 2647       WD        Normal 102007.76       0
## 2648       WD        Normal 136386.34       0
## 2649       WD        Normal 157408.85       0
## 2650       WD        Normal 136333.91       0
## 2651       WD        Normal 147810.02       0
## 2652      New       Partial 412790.83       0
## 2653       WD        Normal 266880.22       0
## 2654      New       Partial 271284.40       0
## 2655       WD        Normal 399880.18       0
## 2656      New       Partial 325101.49       0
## 2657      New       Partial 355961.74       0
## 2658      New       Partial 325295.47       0
## 2659      New       Partial 312675.32       0
## 2660      New       Partial 379081.56       0
## 2661      New       Partial 358134.32       0
## 2662       WD        Normal 378508.33       0
## 2663       WD        Normal 293217.55       0
## 2664       WD        Normal 278279.22       0
## 2665      New       Partial 328053.60       0
## 2666      New       Partial 281941.88       0
## 2667      New       Partial 174715.07       0
## 2668      New       Partial 180345.93       0
## 2669      New       Partial 183107.24       0
## 2670      New       Partial 271418.93       0
## 2671      New       Partial 179270.76       0
## 2672      New       Partial 194612.63       0
## 2673       WD        Normal 197656.99       0
## 2674       WD        Normal 191320.69       0
## 2675      New       Partial 181060.93       0
## 2676       WD        Normal 191207.46       0
## 2677       WD        Normal 203644.23       0
## 2678      New       Partial 208027.68       0
## 2679       WD        Normal 283639.22       0
## 2680       WD        Normal 303761.13       0
## 2681       WD        Normal 409425.63       0
## 2682       WD        Normal 319099.51       0
## 2683       WD        Normal 481539.28       0
## 2684       WD        Normal 329557.84       0
## 2685       WD        Normal 317123.87       0
## 2686      New       Partial 260810.23       0
## 2687      New       Partial 318898.28       0
## 2688      New       Partial 219910.48       0
## 2689      New       Partial 220003.94       0
## 2690      New       Partial 423377.64       0
##  [ reached 'max' / getOption("max.print") -- omitted 228 rows ]